{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1381762690</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞！功能实用。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1382515674</td>\n",
       "      <td>不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390121576</td>\n",
       "      <td>新区，推荐。我叫一杯凉茶。一起玩</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403781770</td>\n",
       "      <td>请问通过人物，能不能找到账号和所在区。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404561529</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404944969</td>\n",
       "      <td>卡死</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>卿欲倾城</td>\n",
       "      <td>1411480319</td>\n",
       "      <td>人好像有点少啊，多点人就好了，还不烧钱</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>009-3D</td>\n",
       "      <td>游客</td>\n",
       "      <td>1426000033</td>\n",
       "      <td>额...无语&amp;hellip;&amp;hellip;闪退。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>009-3D</td>\n",
       "      <td>( ✘_✘ )↯</td>\n",
       "      <td>1442144412</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370442593</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id     source       game_name user_name comment_time  \\\n",
       "0   1  qq_mobile     &nbsp;杀神免费版        游客   1381762690   \n",
       "1   2  qq_mobile     &nbsp;杀神免费版        游客   1382515674   \n",
       "2   3  qq_mobile     &nbsp;杀神免费版        游客   1390121576   \n",
       "3   4  qq_mobile     &nbsp;杀神免费版        游客   1403781770   \n",
       "4   5  qq_mobile     &nbsp;杀神免费版        游客   1404561529   \n",
       "5   6  qq_mobile     &nbsp;杀神免费版        游客   1404944969   \n",
       "6   7  qq_mobile     &nbsp;杀神免费版      卿欲倾城   1411480319   \n",
       "7   8  qq_mobile          009-3D        游客   1426000033   \n",
       "8   9  qq_mobile          009-3D  ( ✘_✘ )↯   1442144412   \n",
       "9  10  qq_mobile  100 Doors 2013        游客   1370442593   \n",
       "\n",
       "                                             content score  type  emotion  \n",
       "0                          修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3  \n",
       "1  不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3  \n",
       "2                                   新区，推荐。我叫一杯凉茶。一起玩     5     2        1  \n",
       "3                                请问通过人物，能不能找到账号和所在区。     5     2        1  \n",
       "4  经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3        2  \n",
       "5                                                 卡死     3     3        2  \n",
       "6                                人好像有点少啊，多点人就好了，还不烧钱     4     3        2  \n",
       "7                          额...无语&hellip;&hellip;闪退。     1     3        2  \n",
       "8                                                        1     1        0  \n",
       "9                              为什么42关的密码知道是多少就是不开门呢？     5     2        0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pymysql\n",
    "import pandas as pd\n",
    "import re\n",
    "from bs4 import BeautifulSoup\n",
    "from hanziconv import HanziConv\n",
    "from zhon import hanzi\n",
    "import string\n",
    "punctuation=hanzi.punctuation + string.punctuation\n",
    "punctuation = set([i for i in punctuation])\n",
    "import html\n",
    "conn = pymysql.connect(host='127.0.0.1',port=3306,user='root',password='eXYhzAWjyvy8grwM',db='game_process',charset='utf8mb4')\n",
    "sql = \"SELECT id,source,game_name, user_name,comment_time,content, score,type,emotion FROM s_lcs_game_comments_qq WHERE source='qq_mobile'\"\n",
    "df = pd.read_sql(sql, conn)  # 返回的是 dataFrame 数据结构\n",
    "conn.close()\n",
    "df0 = df\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id               int64\n",
       "source          object\n",
       "game_name       object\n",
       "user_name       object\n",
       "comment_time    object\n",
       "content         object\n",
       "score           object\n",
       "type             int64\n",
       "emotion          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes # 查看 每列的数据类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=337548, step=1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'source', 'game_name', 'user_name', 'comment_time', 'content',\n",
       "       'score', 'type', 'emotion'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 'qq_mobile', '&nbsp;杀神免费版', ..., '5', 2, 3],\n",
       "       [2, 'qq_mobile', '&nbsp;杀神免费版', ..., '5', 3, 3],\n",
       "       [3, 'qq_mobile', '&nbsp;杀神免费版', ..., '5', 2, 1],\n",
       "       ..., \n",
       "       [337546, 'qq_mobile', '쥬디의 오피스룩', ..., '5', 0, 0],\n",
       "       [337547, 'qq_mobile', '쥬디의 오피스룩', ..., '4', 0, 0],\n",
       "       [337548, 'qq_mobile', '쥬디의 오피스룩', ..., '5', 0, 0]], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>337548.00000</td>\n",
       "      <td>337548.000000</td>\n",
       "      <td>337548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>168774.50000</td>\n",
       "      <td>0.002148</td>\n",
       "      <td>0.000705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>97441.85867</td>\n",
       "      <td>0.071247</td>\n",
       "      <td>0.042505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>84387.75000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>168774.50000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>253161.25000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>337548.00000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id           type        emotion\n",
       "count  337548.00000  337548.000000  337548.000000\n",
       "mean   168774.50000       0.002148       0.000705\n",
       "std     97441.85867       0.071247       0.042505\n",
       "min         1.00000       0.000000       0.000000\n",
       "25%     84387.75000       0.000000       0.000000\n",
       "50%    168774.50000       0.000000       0.000000\n",
       "75%    253161.25000       0.000000       0.000000\n",
       "max    337548.00000       3.000000       3.000000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()  # 计算 数值列 的各项数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1381762690</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞！功能实用。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1382515674</td>\n",
       "      <td>不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390121576</td>\n",
       "      <td>新区，推荐。我叫一杯凉茶。一起玩</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id     source    game_name user_name comment_time  \\\n",
       "0   1  qq_mobile  &nbsp;杀神免费版        游客   1381762690   \n",
       "1   2  qq_mobile  &nbsp;杀神免费版        游客   1382515674   \n",
       "2   3  qq_mobile  &nbsp;杀神免费版        游客   1390121576   \n",
       "\n",
       "                                             content score  type  emotion  \n",
       "0                          修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3  \n",
       "1  不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3  \n",
       "2                                   新区，推荐。我叫一杯凉茶。一起玩     5     2        1  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[0:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(337548, 9)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def extract_text(x):\n",
    "    soup = BeautifulSoup(x, 'html.parser')\n",
    "    return soup.text\n",
    "\n",
    "def clear_text(x):\n",
    "    x = html.unescape(x)  # 反转义字符，显示真实内容。\n",
    "    x = HanziConv.toSimplified(x) # 汉字繁体 转成 简体\n",
    "    x = x.strip() # 去除字符 首尾的指定 字符\n",
    "    return x\n",
    "\n",
    "def remove_punctuation(x):  # 删除标点\n",
    "    x = \"\".join([i for i in x if i not in punctuation]) # 遍历评论每个字符，若是标点，去掉，用空字符连接\n",
    "    return re.sub(r'\\s+', ' ', x) # 把 x 通过正则表达式 (\\s 代表空格，+ 代表多个)，替换成 空字符"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
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       "      <th>comment_time</th>\n",
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       "      <td>1</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1381762690</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞！功能实用。速度很快。</td>\n",
       "      <td>5</td>\n",
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       "      <td>5</td>\n",
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       "      <td>58</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
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       "      <td>游客</td>\n",
       "      <td>1390121576</td>\n",
       "      <td>新区，推荐。我叫一杯凉茶。一起玩</td>\n",
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       "      <td>1</td>\n",
       "      <td>新区推荐我叫一杯凉茶一起玩</td>\n",
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       "      <td>游客</td>\n",
       "      <td>1403781770</td>\n",
       "      <td>请问通过人物，能不能找到账号和所在区。</td>\n",
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>请问通过人物能不能找到账号和所在区</td>\n",
       "      <td>17</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404561529</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>卿欲倾城</td>\n",
       "      <td>1411480319</td>\n",
       "      <td>人好像有点少啊，多点人就好了，还不烧钱</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>人好像有点少啊多点人就好了还不烧钱</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370442593</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>╭ァ蜡笔小新说你妖言惑众</td>\n",
       "      <td>1374533557</td>\n",
       "      <td>第二关之后多动动手机，百度有，开门方法太丰富。</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>第二关之后多动动手机百度有开门方法太丰富</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389291325</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390133919</td>\n",
       "      <td>界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id     source       game_name     user_name comment_time  \\\n",
       "0    1  qq_mobile     &nbsp;杀神免费版            游客   1381762690   \n",
       "1    2  qq_mobile     &nbsp;杀神免费版            游客   1382515674   \n",
       "2    3  qq_mobile     &nbsp;杀神免费版            游客   1390121576   \n",
       "3    4  qq_mobile     &nbsp;杀神免费版            游客   1403781770   \n",
       "4    5  qq_mobile     &nbsp;杀神免费版            游客   1404561529   \n",
       "6    7  qq_mobile     &nbsp;杀神免费版          卿欲倾城   1411480319   \n",
       "9   10  qq_mobile  100 Doors 2013            游客   1370442593   \n",
       "10  11  qq_mobile  100 Doors 2013  ╭ァ蜡笔小新说你妖言惑众   1374533557   \n",
       "11  12  qq_mobile  100 Doors 2013            游客   1389291325   \n",
       "12  13  qq_mobile  100 Doors 2013            游客   1390133919   \n",
       "\n",
       "                                              content score  type  emotion  \\\n",
       "0                           修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3   \n",
       "1   不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3   \n",
       "2                                    新区，推荐。我叫一杯凉茶。一起玩     5     2        1   \n",
       "3                                 请问通过人物，能不能找到账号和所在区。     5     2        1   \n",
       "4   经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3        2   \n",
       "6                                 人好像有点少啊，多点人就好了，还不烧钱     4     3        2   \n",
       "9                               为什么42关的密码知道是多少就是不开门呢？     5     2        0   \n",
       "10                            第二关之后多动动手机，百度有，开门方法太丰富。     4     3        3   \n",
       "11                                             第四关怎么过     5     2        0   \n",
       "12                  界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。     5     2        0   \n",
       "\n",
       "                                        content_clear  content_len  \n",
       "0                              修复手机卡进行道具付费的漏洞功能实用速度很快           22  \n",
       "1   不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...           58  \n",
       "2                                       新区推荐我叫一杯凉茶一起玩           13  \n",
       "3                                   请问通过人物能不能找到账号和所在区           17  \n",
       "4    经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退           48  \n",
       "6                                   人好像有点少啊多点人就好了还不烧钱           17  \n",
       "9                                为什么42关的密码知道是多少就是不开门呢           20  \n",
       "10                               第二关之后多动动手机百度有开门方法太丰富           20  \n",
       "11                                             第四关怎么过            6  \n",
       "12                         界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退           26  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 以 content 分组，选出每组的个数大于5的分组，并展示全部id \n",
    "df['content_clear'] = df['content'].apply(clear_text)\n",
    "df['content_clear'] = df['content_clear'].apply(remove_punctuation)\n",
    "df['content_len'] = df['content_clear'].apply(len)\n",
    "df = df[df['content_len'] > 5]\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_content = df.groupby('content_clear').size().reset_index()\n",
    "df_content.columns = ['content_clear', 'c_count']\n",
    "df_username = df.groupby('user_name').size().reset_index()\n",
    "df_username.columns = ['user_name', 'u_count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "      <td>5</td>\n",
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       "      <td>1390121576</td>\n",
       "      <td>新区，推荐。我叫一杯凉茶。一起玩</td>\n",
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>新区推荐我叫一杯凉茶一起玩</td>\n",
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       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403781770</td>\n",
       "      <td>请问通过人物，能不能找到账号和所在区。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>请问通过人物能不能找到账号和所在区</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404561529</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
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       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
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       "      <th>5</th>\n",
       "      <td>10</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370442593</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>12</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389291325</td>\n",
       "      <td>第四关怎么过</td>\n",
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       "      <td>0</td>\n",
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       "      <td>25</td>\n",
       "      <td>21748</td>\n",
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       "      <th>7</th>\n",
       "      <td>3655</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D模拟停车大师</td>\n",
       "      <td>游客</td>\n",
       "      <td>1383453629</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>21748</td>\n",
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       "      <th>8</th>\n",
       "      <td>162475</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>恶作剧学园</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406711409</td>\n",
       "      <td>第四关怎么过！！</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>253159</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>百门之屋2</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397204182</td>\n",
       "      <td>第四关怎么过？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id     source       game_name user_name comment_time  \\\n",
       "0       1  qq_mobile     &nbsp;杀神免费版        游客   1381762690   \n",
       "1       2  qq_mobile     &nbsp;杀神免费版        游客   1382515674   \n",
       "2       3  qq_mobile     &nbsp;杀神免费版        游客   1390121576   \n",
       "3       4  qq_mobile     &nbsp;杀神免费版        游客   1403781770   \n",
       "4       5  qq_mobile     &nbsp;杀神免费版        游客   1404561529   \n",
       "5      10  qq_mobile  100 Doors 2013        游客   1370442593   \n",
       "6      12  qq_mobile  100 Doors 2013        游客   1389291325   \n",
       "7    3655  qq_mobile        3D模拟停车大师        游客   1383453629   \n",
       "8  162475  qq_mobile           恶作剧学园        游客   1406711409   \n",
       "9  253159  qq_mobile           百门之屋2        游客   1397204182   \n",
       "\n",
       "                                             content score  type  emotion  \\\n",
       "0                          修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3   \n",
       "1  不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3   \n",
       "2                                   新区，推荐。我叫一杯凉茶。一起玩     5     2        1   \n",
       "3                                请问通过人物，能不能找到账号和所在区。     5     2        1   \n",
       "4  经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3        2   \n",
       "5                              为什么42关的密码知道是多少就是不开门呢？     5     2        0   \n",
       "6                                             第四关怎么过     5     2        0   \n",
       "7                                             第四关怎么过     5     0        0   \n",
       "8                                           第四关怎么过！！     3     0        0   \n",
       "9                                            第四关怎么过？     5     0        0   \n",
       "\n",
       "                                       content_clear  content_len  c_count  \\\n",
       "0                             修复手机卡进行道具付费的漏洞功能实用速度很快           22        1   \n",
       "1  不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...           58        1   \n",
       "2                                      新区推荐我叫一杯凉茶一起玩           13        1   \n",
       "3                                  请问通过人物能不能找到账号和所在区           17        1   \n",
       "4   经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退           48        1   \n",
       "5                               为什么42关的密码知道是多少就是不开门呢           20        1   \n",
       "6                                             第四关怎么过            6       25   \n",
       "7                                             第四关怎么过            6       25   \n",
       "8                                             第四关怎么过            6       25   \n",
       "9                                             第四关怎么过            6       25   \n",
       "\n",
       "   u_count  \n",
       "0    21748  \n",
       "1    21748  \n",
       "2    21748  \n",
       "3    21748  \n",
       "4    21748  \n",
       "5    21748  \n",
       "6    21748  \n",
       "7    21748  \n",
       "8    21748  \n",
       "9    21748  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.merge(df_content, on='content_clear').merge(df_username, on='user_name')    \n",
    "df.head(10) # 和mysql 类似，但是学 mysql 没有看这么多的content等值连接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "      <th>content_clear</th>\n",
       "      <th>content_len</th>\n",
       "      <th>c_count</th>\n",
       "      <th>u_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1381762690</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞！功能实用。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞功能实用速度很快</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1382515674</td>\n",
       "      <td>不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390121576</td>\n",
       "      <td>新区，推荐。我叫一杯凉茶。一起玩</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>新区推荐我叫一杯凉茶一起玩</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403781770</td>\n",
       "      <td>请问通过人物，能不能找到账号和所在区。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>请问通过人物能不能找到账号和所在区</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404561529</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370442593</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390133919</td>\n",
       "      <td>界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>15</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390747474</td>\n",
       "      <td>第四关怎么过太多广告。经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>第四关怎么过太多广告经常卡死</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>16</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390985546</td>\n",
       "      <td>可不好了，两个我都用了，可我到第二关就没路走了呢。</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>可不好了两个我都用了可我到第二关就没路走了呢</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>18</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391265463</td>\n",
       "      <td>啥游戏啊臭臭臭臭臭臭臭臭臭</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>啥游戏啊臭臭臭臭臭臭臭臭臭</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>21</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397473596</td>\n",
       "      <td>第二关过不了，烂，经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>第二关过不了烂经常卡死</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>22</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398155876</td>\n",
       "      <td>为毛35对了也没反应</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>为毛35对了也没反应</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>24</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400726870</td>\n",
       "      <td>为什么36关对了门打不开啊</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>为什么36关对了门打不开啊</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>27</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402252327</td>\n",
       "      <td>第三关咋过功能实用。</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第三关咋过功能实用</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>30</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402479552</td>\n",
       "      <td>第十关怎么过啊？？速度很快。界面很丑。使用方便。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第十关怎么过啊速度很快界面很丑使用方便</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>31</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402540357</td>\n",
       "      <td>49关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>49关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>33</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402960237</td>\n",
       "      <td>你们大多停留在25关那左右了，我自己到40关就不行了。说实话前机关最简单，静静的思考就行了</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>你们大多停留在25关那左右了我自己到40关就不行了说实话前机关最简单静静的思考就行了</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>36</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403347569</td>\n",
       "      <td>功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>功能实用功能实用使用方便使用方便速度很快速度很快</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>37</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403367008</td>\n",
       "      <td>擦，25关门开了怎么出来英文啦？还过不去！</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>擦25关门开了怎么出来英文啦还过不去</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>38</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403394509</td>\n",
       "      <td>靠，25关的information怎么破</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>靠25关的information怎么破</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>39</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403580581</td>\n",
       "      <td>什么玩意啊，垃圾，闪退。</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么玩意啊垃圾闪退</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>43</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403790373</td>\n",
       "      <td>二十五关开门了为什么进不去</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>二十五关开门了为什么进不去</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>44</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403803429</td>\n",
       "      <td>不错使用方便。速度很快。经常卡死。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>不错使用方便速度很快经常卡死</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>45</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403826000</td>\n",
       "      <td>什么吗就25关吗后面沒有了没意思</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么吗就25关吗后面没有了没意思</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>49</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404407389</td>\n",
       "      <td>我有点过不去，这个也没提示什么的</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>我有点过不去这个也没提示什么的</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>52</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405414897</td>\n",
       "      <td>特别好的游戏</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>特别好的游戏</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>53</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405997121</td>\n",
       "      <td>25关就过不去了  为什么，，</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>25关就过不去了 为什么</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>94</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>游客</td>\n",
       "      <td>1438752445</td>\n",
       "      <td>24关，就是全是头骨的那关要怎么过，求解</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>24关就是全是头骨的那关要怎么过求解</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>97</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>游客</td>\n",
       "      <td>1444322123</td>\n",
       "      <td>7关怎么过谁知道？亲们帮帮我。</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7关怎么过谁知道亲们帮帮我</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>143</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100个圣诞礼物 100 Christmas Gifts</td>\n",
       "      <td>游客</td>\n",
       "      <td>1356784648</td>\n",
       "      <td>可以，哈哈哈。居然把一个大男孩给难倒了</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>可以哈哈哈居然把一个大男孩给难倒了</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>339</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1410260493</td>\n",
       "      <td>怎么三十二关不能玩呢</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么三十二关不能玩呢</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>340</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1410668127</td>\n",
       "      <td>为什么只能单32关啊</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>为什么只能单32关啊</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>344</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1412584599</td>\n",
       "      <td>玩第二关过不了，想玩过不了只好卸载了</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>玩第二关过不了想玩过不了只好卸载了</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>381</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100道门：地狱逃生 100 Inferno Escape</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408628118</td>\n",
       "      <td>你爱讲座无虚席。好巴西南海洋房产权威性质朴了哦我表演讲述不出台下载满满屋顶峰你也可能让他就一</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>你爱讲座无虚席好巴西南海洋房产权威性质朴了哦我表演讲述不出台下载满满屋顶峰你也可能让他就一</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>385</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100道门：地狱逃生 100 Inferno Escape</td>\n",
       "      <td>游客</td>\n",
       "      <td>1464440758</td>\n",
       "      <td>28关怎么过？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>28关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>405</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1359291674</td>\n",
       "      <td>esrttygq</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>esrttygq</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>407</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1359991732</td>\n",
       "      <td>什么啊。我玩100doors2013怎么转这里来了？</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么啊我玩100doors2013怎么转这里来了</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>410</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1363185845</td>\n",
       "      <td>第二关就进不了了！</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第二关就进不了了</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>411</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1368328038</td>\n",
       "      <td>挺好的，很好呀的但是后面没有前面好玩</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>挺好的很好呀的但是后面没有前面好玩</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>412</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1379207946</td>\n",
       "      <td>垃圾。真垃圾。大家别被骗了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾真垃圾大家别被骗了</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>488</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>114火车票</td>\n",
       "      <td>游客</td>\n",
       "      <td>1349226354</td>\n",
       "      <td>希望定票的工能更好</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>希望定票的工能更好</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>491</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>114火车票</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391035956</td>\n",
       "      <td>果断卸载、太垃圾。我在网页114订票。在这软件不好使。用户名还不存在。注册给手机发个验证吗。...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>果断卸载太垃圾我在网页114订票在这软件不好使用户名还不存在注册给手机发个验证吗你麻痹半天也...</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>492</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>114火车票</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397863906</td>\n",
       "      <td>使用方便。使用方便。速度很快。界面简洁。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便使用方便速度很快界面简洁</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>493</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>114火车票</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408690903</td>\n",
       "      <td>垃圾连站明都受不到</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾连站明都受不到</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>494</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>114火车票</td>\n",
       "      <td>游客</td>\n",
       "      <td>1410566861</td>\n",
       "      <td>怎是一个烂字了得</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎是一个烂字了得</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>501</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>12金钗大战三国猛将</td>\n",
       "      <td>游客</td>\n",
       "      <td>1392110945</td>\n",
       "      <td>挺强大的 还有一些功能我和我的小伙伴都惊呆了～</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>挺强大的 还有一些功能我和我的小伙伴都惊呆了</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>502</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>12金钗大战三国猛将</td>\n",
       "      <td>游客</td>\n",
       "      <td>1392170052</td>\n",
       "      <td>挺强大的 还有一些功能我和我的小伙伴都惊呆了～</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>挺强大的 还有一些功能我和我的小伙伴都惊呆了</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>506</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>12金钗大战三国猛将</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409242437</td>\n",
       "      <td>么用囧！一星也不想给</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>么用囧一星也不想给</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>525</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>1941轴心与同盟</td>\n",
       "      <td>游客</td>\n",
       "      <td>1378994488</td>\n",
       "      <td>很不错的策略游戏！</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很不错的策略游戏</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>527</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>1941轴心与同盟</td>\n",
       "      <td>游客</td>\n",
       "      <td>1381933875</td>\n",
       "      <td>没见过这么烂的游戏，真的是浪费流量。太不值了，各位奉献你们别下这款游戏。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没见过这么烂的游戏真的是浪费流量太不值了各位奉献你们别下这款游戏</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>528</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>1941轴心与同盟</td>\n",
       "      <td>游客</td>\n",
       "      <td>1383408742</td>\n",
       "      <td>还好吧，如果是中文版的话，这游戏绝对火。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>还好吧如果是中文版的话这游戏绝对火</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>540</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2012欧洲杯</td>\n",
       "      <td>游客</td>\n",
       "      <td>1383577435</td>\n",
       "      <td>随便一滑就是圆月弯刀，不错。挑战模式踢到八十多球，让你零度角破门，郁闷。。。</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>随便一滑就是圆月弯刀不错挑战模式踢到八十多球让你零度角破门郁闷</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>546</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2012生日祝福短信全集</td>\n",
       "      <td>游客</td>\n",
       "      <td>1353500871</td>\n",
       "      <td>没有其它节日祝福</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没有其它节日祝福</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>588</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406028126</td>\n",
       "      <td>比别的版本反应慢一点，有一点点卡，但是2048以后还可以继续玩，满好的</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>比别的版本反应慢一点有一点点卡但是2048以后还可以继续玩满好的</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>589</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406349442</td>\n",
       "      <td>我简单的以为玩到2048就结束的。。。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我简单的以为玩到2048就结束的</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>590</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407227707</td>\n",
       "      <td>我和图片里的情况差不多，也是三万多，差点4096</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我和图片里的情况差不多也是三万多差点4096</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>591</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409139634</td>\n",
       "      <td>我玩了两次就通了，智商140以上力荐！！</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我玩了两次就通了智商140以上力荐</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>608</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1414065669</td>\n",
       "      <td>很难玩，垃圾要死，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很难玩垃圾要死</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>609</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1414074251</td>\n",
       "      <td>试过几款就这个好用，画面简洁</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>试过几款就这个好用画面简洁</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>653</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1417406099</td>\n",
       "      <td>太多广告。烦死了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告烦死了</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id     source                      game_name user_name comment_time  \\\n",
       "0      1  qq_mobile                    &nbsp;杀神免费版        游客   1381762690   \n",
       "1      2  qq_mobile                    &nbsp;杀神免费版        游客   1382515674   \n",
       "2      3  qq_mobile                    &nbsp;杀神免费版        游客   1390121576   \n",
       "3      4  qq_mobile                    &nbsp;杀神免费版        游客   1403781770   \n",
       "4      5  qq_mobile                    &nbsp;杀神免费版        游客   1404561529   \n",
       "5     10  qq_mobile                 100 Doors 2013        游客   1370442593   \n",
       "10    13  qq_mobile                 100 Doors 2013        游客   1390133919   \n",
       "58    15  qq_mobile                 100 Doors 2013        游客   1390747474   \n",
       "59    16  qq_mobile                 100 Doors 2013        游客   1390985546   \n",
       "60    18  qq_mobile                 100 Doors 2013        游客   1391265463   \n",
       "74    21  qq_mobile                 100 Doors 2013        游客   1397473596   \n",
       "75    22  qq_mobile                 100 Doors 2013        游客   1398155876   \n",
       "80    24  qq_mobile                 100 Doors 2013        游客   1400726870   \n",
       "82    27  qq_mobile                 100 Doors 2013        游客   1402252327   \n",
       "83    30  qq_mobile                 100 Doors 2013        游客   1402479552   \n",
       "84    31  qq_mobile                 100 Doors 2013        游客   1402540357   \n",
       "88    33  qq_mobile                 100 Doors 2013        游客   1402960237   \n",
       "186   36  qq_mobile                 100 Doors 2013        游客   1403347569   \n",
       "187   37  qq_mobile                 100 Doors 2013        游客   1403367008   \n",
       "188   38  qq_mobile                 100 Doors 2013        游客   1403394509   \n",
       "189   39  qq_mobile                 100 Doors 2013        游客   1403580581   \n",
       "190   43  qq_mobile                 100 Doors 2013        游客   1403790373   \n",
       "191   44  qq_mobile                 100 Doors 2013        游客   1403803429   \n",
       "192   45  qq_mobile                 100 Doors 2013        游客   1403826000   \n",
       "227   49  qq_mobile                 100 Doors 2013        游客   1404407389   \n",
       "249   52  qq_mobile                 100 Doors 2013        游客   1405414897   \n",
       "250   53  qq_mobile                 100 Doors 2013        游客   1405997121   \n",
       "253   94  qq_mobile                    100 Gates找茬        游客   1438752445   \n",
       "254   97  qq_mobile                    100 Gates找茬        游客   1444322123   \n",
       "256  143  qq_mobile   100个圣诞礼物 100 Christmas Gifts        游客   1356784648   \n",
       "..   ...        ...                            ...       ...          ...   \n",
       "458  339  qq_mobile                         100次逃脱        游客   1410260493   \n",
       "459  340  qq_mobile                         100次逃脱        游客   1410668127   \n",
       "460  344  qq_mobile                         100次逃脱        游客   1412584599   \n",
       "583  381  qq_mobile  100道门：地狱逃生 100 Inferno Escape        游客   1408628118   \n",
       "584  385  qq_mobile  100道门：地狱逃生 100 Inferno Escape        游客   1464440758   \n",
       "585  405  qq_mobile                    100项任务：偷天大厦        游客   1359291674   \n",
       "586  407  qq_mobile                    100项任务：偷天大厦        游客   1359991732   \n",
       "587  410  qq_mobile                    100项任务：偷天大厦        游客   1363185845   \n",
       "588  411  qq_mobile                    100项任务：偷天大厦        游客   1368328038   \n",
       "589  412  qq_mobile                    100项任务：偷天大厦        游客   1379207946   \n",
       "591  488  qq_mobile                         114火车票        游客   1349226354   \n",
       "592  491  qq_mobile                         114火车票        游客   1391035956   \n",
       "593  492  qq_mobile                         114火车票        游客   1397863906   \n",
       "594  493  qq_mobile                         114火车票        游客   1408690903   \n",
       "595  494  qq_mobile                         114火车票        游客   1410566861   \n",
       "596  501  qq_mobile                     12金钗大战三国猛将        游客   1392110945   \n",
       "597  502  qq_mobile                     12金钗大战三国猛将        游客   1392170052   \n",
       "598  506  qq_mobile                     12金钗大战三国猛将        游客   1409242437   \n",
       "599  525  qq_mobile                      1941轴心与同盟        游客   1378994488   \n",
       "600  527  qq_mobile                      1941轴心与同盟        游客   1381933875   \n",
       "601  528  qq_mobile                      1941轴心与同盟        游客   1383408742   \n",
       "602  540  qq_mobile                        2012欧洲杯        游客   1383577435   \n",
       "603  546  qq_mobile                   2012生日祝福短信全集        游客   1353500871   \n",
       "604  588  qq_mobile                           2048        游客   1406028126   \n",
       "605  589  qq_mobile                           2048        游客   1406349442   \n",
       "606  590  qq_mobile                           2048        游客   1407227707   \n",
       "607  591  qq_mobile                           2048        游客   1409139634   \n",
       "608  608  qq_mobile                           2048        游客   1414065669   \n",
       "609  609  qq_mobile                           2048        游客   1414074251   \n",
       "610  653  qq_mobile                           2048        游客   1417406099   \n",
       "\n",
       "                                               content score  type  emotion  \\\n",
       "0                            修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3   \n",
       "1    不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3   \n",
       "2                                     新区，推荐。我叫一杯凉茶。一起玩     5     2        1   \n",
       "3                                  请问通过人物，能不能找到账号和所在区。     5     2        1   \n",
       "4    经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3        2   \n",
       "5                                为什么42关的密码知道是多少就是不开门呢？     5     2        0   \n",
       "10                   界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。     5     2        0   \n",
       "58                                    第四关怎么过太多广告。经常卡死。     1     3        2   \n",
       "59                           可不好了，两个我都用了，可我到第二关就没路走了呢。     3     3        3   \n",
       "60                                       啥游戏啊臭臭臭臭臭臭臭臭臭     1     3        2   \n",
       "74                                      第二关过不了，烂，经常卡死。     1     3        2   \n",
       "75                                          为毛35对了也没反应     4     3        2   \n",
       "80                                       为什么36关对了门打不开啊     3     3        2   \n",
       "82                                          第三关咋过功能实用。     2     2        0   \n",
       "83                            第十关怎么过啊？？速度很快。界面很丑。使用方便。     4     2        0   \n",
       "84                                              49关怎么过     5     2        0   \n",
       "88       你们大多停留在25关那左右了，我自己到40关就不行了。说实话前机关最简单，静静的思考就行了     5     3        3   \n",
       "186                     功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。     5     3        3   \n",
       "187                              擦，25关门开了怎么出来英文啦？还过不去！     1     3        2   \n",
       "188                               靠，25关的information怎么破     3     2        0   \n",
       "189                                       什么玩意啊，垃圾，闪退。     2     3        2   \n",
       "190                                      二十五关开门了为什么进不去     3     2        0   \n",
       "191                                  不错使用方便。速度很快。经常卡死。     5     2        0   \n",
       "192                                   什么吗就25关吗后面沒有了没意思     2     3        2   \n",
       "227                                   我有点过不去，这个也没提示什么的     1     3        2   \n",
       "249                                             特别好的游戏     5     2        0   \n",
       "250                                    25关就过不去了  为什么，，     2     2        0   \n",
       "253                               24关，就是全是头骨的那关要怎么过，求解     5     2        0   \n",
       "254                                    7关怎么过谁知道？亲们帮帮我。     2     2        0   \n",
       "256                                可以，哈哈哈。居然把一个大男孩给难倒了     4     2        0   \n",
       "..                                                 ...   ...   ...      ...   \n",
       "458                                         怎么三十二关不能玩呢     3     2        0   \n",
       "459                                         为什么只能单32关啊     5     2        0   \n",
       "460                                 玩第二关过不了，想玩过不了只好卸载了     3     3        2   \n",
       "583     你爱讲座无虚席。好巴西南海洋房产权威性质朴了哦我表演讲述不出台下载满满屋顶峰你也可能让他就一     5     2        0   \n",
       "584                                            28关怎么过？     5     2        0   \n",
       "585                                           esrttygq     5     2        0   \n",
       "586                         什么啊。我玩100doors2013怎么转这里来了？     1     3        2   \n",
       "587                                          第二关就进不了了！     3     2        0   \n",
       "588                                 挺好的，很好呀的但是后面没有前面好玩     5     3        3   \n",
       "589                                      垃圾。真垃圾。大家别被骗了     1     0        0   \n",
       "591                                          希望定票的工能更好     3     0        0   \n",
       "592  果断卸载、太垃圾。我在网页114订票。在这软件不好使。用户名还不存在。注册给手机发个验证吗。...     1     0        0   \n",
       "593                               使用方便。使用方便。速度很快。界面简洁。     5     0        0   \n",
       "594                                          垃圾连站明都受不到     3     0        0   \n",
       "595                                           怎是一个烂字了得     1     0        0   \n",
       "596                            挺强大的 还有一些功能我和我的小伙伴都惊呆了～     5     0        0   \n",
       "597                            挺强大的 还有一些功能我和我的小伙伴都惊呆了～     5     0        0   \n",
       "598                                         么用囧！一星也不想给     1     0        0   \n",
       "599                                          很不错的策略游戏！     5     0        0   \n",
       "600               没见过这么烂的游戏，真的是浪费流量。太不值了，各位奉献你们别下这款游戏。     1     0        0   \n",
       "601                               还好吧，如果是中文版的话，这游戏绝对火。     5     0        0   \n",
       "602             随便一滑就是圆月弯刀，不错。挑战模式踢到八十多球，让你零度角破门，郁闷。。。     4     0        0   \n",
       "603                                           没有其它节日祝福     1     0        0   \n",
       "604                比别的版本反应慢一点，有一点点卡，但是2048以后还可以继续玩，满好的     5     0        0   \n",
       "605                                我简单的以为玩到2048就结束的。。。     5     0        0   \n",
       "606                           我和图片里的情况差不多，也是三万多，差点4096     4     0        0   \n",
       "607                               我玩了两次就通了，智商140以上力荐！！     5     0        0   \n",
       "608                                          很难玩，垃圾要死，     1     0        0   \n",
       "609                                     试过几款就这个好用，画面简洁     5     0        0   \n",
       "610                                           太多广告。烦死了     1     0        0   \n",
       "\n",
       "                                         content_clear  content_len  c_count  \\\n",
       "0                               修复手机卡进行道具付费的漏洞功能实用速度很快           22        1   \n",
       "1    不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...           58        1   \n",
       "2                                        新区推荐我叫一杯凉茶一起玩           13        1   \n",
       "3                                    请问通过人物能不能找到账号和所在区           17        1   \n",
       "4     经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退           48        1   \n",
       "5                                 为什么42关的密码知道是多少就是不开门呢           20        1   \n",
       "10                          界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退           26        1   \n",
       "58                                      第四关怎么过太多广告经常卡死           14        1   \n",
       "59                              可不好了两个我都用了可我到第二关就没路走了呢           22        1   \n",
       "60                                       啥游戏啊臭臭臭臭臭臭臭臭臭           13        1   \n",
       "74                                         第二关过不了烂经常卡死           11        1   \n",
       "75                                          为毛35对了也没反应           10        1   \n",
       "80                                       为什么36关对了门打不开啊           13        1   \n",
       "82                                           第三关咋过功能实用            9        1   \n",
       "83                                 第十关怎么过啊速度很快界面很丑使用方便           19        1   \n",
       "84                                              49关怎么过            6        1   \n",
       "88          你们大多停留在25关那左右了我自己到40关就不行了说实话前机关最简单静静的思考就行了           42        1   \n",
       "186                           功能实用功能实用使用方便使用方便速度很快速度很快           24        1   \n",
       "187                                 擦25关门开了怎么出来英文啦还过不去           18        1   \n",
       "188                                靠25关的information怎么破           19        1   \n",
       "189                                          什么玩意啊垃圾闪退            9        1   \n",
       "190                                      二十五关开门了为什么进不去           13        1   \n",
       "191                                     不错使用方便速度很快经常卡死           14        1   \n",
       "192                                   什么吗就25关吗后面没有了没意思           16        1   \n",
       "227                                    我有点过不去这个也没提示什么的           15        1   \n",
       "249                                             特别好的游戏            6        1   \n",
       "250                                       25关就过不去了 为什么           12        1   \n",
       "253                                 24关就是全是头骨的那关要怎么过求解           18        1   \n",
       "254                                      7关怎么过谁知道亲们帮帮我           13        1   \n",
       "256                                  可以哈哈哈居然把一个大男孩给难倒了           17        1   \n",
       "..                                                 ...          ...      ...   \n",
       "458                                         怎么三十二关不能玩呢           10        1   \n",
       "459                                         为什么只能单32关啊           10        1   \n",
       "460                                  玩第二关过不了想玩过不了只好卸载了           17        1   \n",
       "583      你爱讲座无虚席好巴西南海洋房产权威性质朴了哦我表演讲述不出台下载满满屋顶峰你也可能让他就一           45        1   \n",
       "584                                             28关怎么过            6        2   \n",
       "585                                           esrttygq            8        1   \n",
       "586                           什么啊我玩100doors2013怎么转这里来了           24        1   \n",
       "587                                           第二关就进不了了            8        1   \n",
       "588                                  挺好的很好呀的但是后面没有前面好玩           17        1   \n",
       "589                                        垃圾真垃圾大家别被骗了           11        1   \n",
       "591                                          希望定票的工能更好            9        1   \n",
       "592  果断卸载太垃圾我在网页114订票在这软件不好使用户名还不存在注册给手机发个验证吗你麻痹半天也...           58        1   \n",
       "593                                   使用方便使用方便速度很快界面简洁           16        1   \n",
       "594                                          垃圾连站明都受不到            9        1   \n",
       "595                                           怎是一个烂字了得            8        1   \n",
       "596                             挺强大的 还有一些功能我和我的小伙伴都惊呆了           22        2   \n",
       "597                             挺强大的 还有一些功能我和我的小伙伴都惊呆了           22        2   \n",
       "598                                          么用囧一星也不想给            9        1   \n",
       "599                                           很不错的策略游戏            8        2   \n",
       "600                   没见过这么烂的游戏真的是浪费流量太不值了各位奉献你们别下这款游戏           32        1   \n",
       "601                                  还好吧如果是中文版的话这游戏绝对火           17        1   \n",
       "602                    随便一滑就是圆月弯刀不错挑战模式踢到八十多球让你零度角破门郁闷           31        1   \n",
       "603                                           没有其它节日祝福            8        1   \n",
       "604                   比别的版本反应慢一点有一点点卡但是2048以后还可以继续玩满好的           32        1   \n",
       "605                                   我简单的以为玩到2048就结束的           16        1   \n",
       "606                             我和图片里的情况差不多也是三万多差点4096           22        1   \n",
       "607                                  我玩了两次就通了智商140以上力荐           17        1   \n",
       "608                                            很难玩垃圾要死            7        1   \n",
       "609                                      试过几款就这个好用画面简洁           13        1   \n",
       "610                                            太多广告烦死了            7        2   \n",
       "\n",
       "     u_count  \n",
       "0      21748  \n",
       "1      21748  \n",
       "2      21748  \n",
       "3      21748  \n",
       "4      21748  \n",
       "5      21748  \n",
       "10     21748  \n",
       "58     21748  \n",
       "59     21748  \n",
       "60     21748  \n",
       "74     21748  \n",
       "75     21748  \n",
       "80     21748  \n",
       "82     21748  \n",
       "83     21748  \n",
       "84     21748  \n",
       "88     21748  \n",
       "186    21748  \n",
       "187    21748  \n",
       "188    21748  \n",
       "189    21748  \n",
       "190    21748  \n",
       "191    21748  \n",
       "192    21748  \n",
       "227    21748  \n",
       "249    21748  \n",
       "250    21748  \n",
       "253    21748  \n",
       "254    21748  \n",
       "256    21748  \n",
       "..       ...  \n",
       "458    21748  \n",
       "459    21748  \n",
       "460    21748  \n",
       "583    21748  \n",
       "584    21748  \n",
       "585    21748  \n",
       "586    21748  \n",
       "587    21748  \n",
       "588    21748  \n",
       "589    21748  \n",
       "591    21748  \n",
       "592    21748  \n",
       "593    21748  \n",
       "594    21748  \n",
       "595    21748  \n",
       "596    21748  \n",
       "597    21748  \n",
       "598    21748  \n",
       "599    21748  \n",
       "600    21748  \n",
       "601    21748  \n",
       "602    21748  \n",
       "603    21748  \n",
       "604    21748  \n",
       "605    21748  \n",
       "606    21748  \n",
       "607    21748  \n",
       "608    21748  \n",
       "609    21748  \n",
       "610    21748  \n",
       "\n",
       "[100 rows x 13 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df[df['c_count']< 3]\n",
    "df1.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "      <th>content_clear</th>\n",
       "      <th>content_len</th>\n",
       "      <th>c_count</th>\n",
       "      <th>u_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403781770</td>\n",
       "      <td>请问通过人物，能不能找到账号和所在区。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>请问通过人物能不能找到账号和所在区</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>15</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390747474</td>\n",
       "      <td>第四关怎么过太多广告。经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>第四关怎么过太多广告经常卡死</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>27</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402252327</td>\n",
       "      <td>第三关咋过功能实用。</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第三关咋过功能实用</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>30</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402479552</td>\n",
       "      <td>第十关怎么过啊？？速度很快。界面很丑。使用方便。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第十关怎么过啊速度很快界面很丑使用方便</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>31</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402540357</td>\n",
       "      <td>49关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>49关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>37</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403367008</td>\n",
       "      <td>擦，25关门开了怎么出来英文啦？还过不去！</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>擦25关门开了怎么出来英文啦还过不去</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>38</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403394509</td>\n",
       "      <td>靠，25关的information怎么破</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>靠25关的information怎么破</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>94</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>游客</td>\n",
       "      <td>1438752445</td>\n",
       "      <td>24关，就是全是头骨的那关要怎么过，求解</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>24关就是全是头骨的那关要怎么过求解</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>97</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>游客</td>\n",
       "      <td>1444322123</td>\n",
       "      <td>7关怎么过谁知道？亲们帮帮我。</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7关怎么过谁知道亲们帮帮我</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>193</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100地牢门逃离</td>\n",
       "      <td>游客</td>\n",
       "      <td>1423622738</td>\n",
       "      <td>第23关咋过，亲们，帮个忙啥~</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第23关咋过亲们帮个忙啥</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>196</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100复仇之门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1367909563</td>\n",
       "      <td>17关怎么过啊</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17关怎么过啊</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>210</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401377265</td>\n",
       "      <td>还可以    挺好的  为什么 没有 文字的提示     13关怎么过嘛</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>还可以 挺好的 为什么 没有 文字的提示 13关怎么过嘛</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>269</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1384042634</td>\n",
       "      <td>21关咋过啊？</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21关咋过啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>270</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1385927074</td>\n",
       "      <td>13关咋过阿，求解。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>13关咋过阿求解</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>272</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1387795023</td>\n",
       "      <td>第九关咋过啊！！！</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第九关咋过啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>275</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389503854</td>\n",
       "      <td>求......第8关咋过</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>求第8关咋过</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>289</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1353990776</td>\n",
       "      <td>怎么25关之后不能玩？觉得有的关卡太变态了，完全不能用正常思维去思考，不过玩起来挺有意思的，...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>怎么25关之后不能玩觉得有的关卡太变态了完全不能用正常思维去思考不过玩起来挺有意思的也挺有挑战性的</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>291</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1355994295</td>\n",
       "      <td>25之后怎么不能完了？</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>25之后怎么不能完了</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>294</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1358608142</td>\n",
       "      <td>第一关怎么过的</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第一关怎么过的</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>296</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1361985381</td>\n",
       "      <td>第五关怎么过啊?哪位高手指点一下啊</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第五关怎么过啊哪位高手指点一下啊</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>324</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397967534</td>\n",
       "      <td>我想问一下，谁知道第一关电钻和钻头怎么组合在一起</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>我想问一下谁知道第一关电钻和钻头怎么组合在一起</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>332</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402889833</td>\n",
       "      <td>32怎么不让玩呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>32怎么不让玩呢</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>334</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403925333</td>\n",
       "      <td>艹，，，，第一关怎么</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>艹第一关怎么</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>339</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1410260493</td>\n",
       "      <td>怎么三十二关不能玩呢</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么三十二关不能玩呢</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>385</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100道门：地狱逃生 100 Inferno Escape</td>\n",
       "      <td>游客</td>\n",
       "      <td>1464440758</td>\n",
       "      <td>28关怎么过？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>28关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>407</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1359991732</td>\n",
       "      <td>什么啊。我玩100doors2013怎么转这里来了？</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么啊我玩100doors2013怎么转这里来了</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>1194</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048最强大脑</td>\n",
       "      <td>游客</td>\n",
       "      <td>1430567547</td>\n",
       "      <td>怎么声音关不了啊？烦人</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么声音关不了啊烦人</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>1232</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048朴灿烈版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1431277324</td>\n",
       "      <td>没有游戏规则，怎么玩？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没有游戏规则怎么玩</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>1560</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2XL沙滩越野赛</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396665755</td>\n",
       "      <td>怎么来下个图？速度很快。\\n\\n\\n\\n</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么来下个图速度很快</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>1906</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D停车博士</td>\n",
       "      <td>游客</td>\n",
       "      <td>1371543231</td>\n",
       "      <td>后面的怎么解锁啊？？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>后面的怎么解锁啊</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>11734</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Ironpants</td>\n",
       "      <td>游客</td>\n",
       "      <td>1394276032</td>\n",
       "      <td>啥也不说了都是手机问题，我的怎么就不呢</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>啥也不说了都是手机问题我的怎么就不呢</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>12102</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Killer Bean Unleashed</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406386722</td>\n",
       "      <td>怎么换其他子弹，激光等等。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么换其他子弹激光等等</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2752</th>\n",
       "      <td>12439</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Little Piano （小钢琴）</td>\n",
       "      <td>游客</td>\n",
       "      <td>1386954158</td>\n",
       "      <td>不知道怎么说，还是别下的好。</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不知道怎么说还是别下的好</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2825</th>\n",
       "      <td>12828</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>LoveGirlFriend</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407195087</td>\n",
       "      <td>约会都完了，怎么办，谁知道</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>约会都完了怎么办谁知道</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2826</th>\n",
       "      <td>12830</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>LoveGirlFriend</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407505634</td>\n",
       "      <td>打不开怎么办</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>打不开怎么办</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2827</th>\n",
       "      <td>12832</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>LoveGirlFriend</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408209626</td>\n",
       "      <td>充值没有砖，怎么回事</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>充值没有砖怎么回事</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2855</th>\n",
       "      <td>13066</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>MessagEase Game</td>\n",
       "      <td>游客</td>\n",
       "      <td>1380381714</td>\n",
       "      <td>看都看不懂还怎么打字呀</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>看都看不懂还怎么打字呀</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2862</th>\n",
       "      <td>13230</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>MM最爱连连看</td>\n",
       "      <td>游客</td>\n",
       "      <td>1411211787</td>\n",
       "      <td>奇怪下载下来没有图片怎么玩，无语了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>奇怪下载下来没有图片怎么玩无语了</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>14046</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>osu!droid</td>\n",
       "      <td>游客</td>\n",
       "      <td>1384083337</td>\n",
       "      <td>闪退怎么破&amp;hellip;以前的机子不会&amp;hellip;</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退怎么破以前的机子不会</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>14059</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>osu!droid</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398256454</td>\n",
       "      <td>没有地图怎么玩，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没有地图怎么玩</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>14065</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>osu!droid</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403175289</td>\n",
       "      <td>怎么(⊙_⊙?)玩啊？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么⊙⊙玩啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933</th>\n",
       "      <td>14092</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>osu!droid</td>\n",
       "      <td>游客</td>\n",
       "      <td>1423373278</td>\n",
       "      <td>垃圾，真是搞不懂了，怎么会有这么多垃圾，打开界面还是日语，&amp;larr;_&amp;larr;操都不想星，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾真是搞不懂了怎么会有这么多垃圾打开界面还是日语←←操都不想星</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2958</th>\n",
       "      <td>135611</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>寂静岭2汉化版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1345565935</td>\n",
       "      <td>怎么不是中文</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么不是中文</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>14638</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Puzzle 15</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401377243</td>\n",
       "      <td>能讲一下怎么玩不</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>能讲一下怎么玩不</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2974</th>\n",
       "      <td>15135</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Q将水浒-塔防无双</td>\n",
       "      <td>游客</td>\n",
       "      <td>1355825651</td>\n",
       "      <td>怎么回事？扣了我三次四块钱还不可以玩。坑人是吧？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么回事扣了我三次四块钱还不可以玩坑人是吧</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3048</th>\n",
       "      <td>15744</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Ski Challenge 13</td>\n",
       "      <td>游客</td>\n",
       "      <td>1395804735</td>\n",
       "      <td>草，不知道怎么注册帐号</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>草不知道怎么注册帐号</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3049</th>\n",
       "      <td>15745</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Ski Challenge 13</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409280949</td>\n",
       "      <td>注册最后1个怎么输入</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>注册最后1个怎么输入</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3062</th>\n",
       "      <td>16027</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Songtaste</td>\n",
       "      <td>游客</td>\n",
       "      <td>1366107962</td>\n",
       "      <td>怎么不更新了？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么不更新了</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3072</th>\n",
       "      <td>16346</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Streaker!</td>\n",
       "      <td>游客</td>\n",
       "      <td>1369997913</td>\n",
       "      <td>下了。怎么玩不了啊</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>下了怎么玩不了啊</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3097</th>\n",
       "      <td>16585</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>SwingCopters</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408760148</td>\n",
       "      <td>全是广告，不知道怎么就没下载了！！！擦来！！！</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>全是广告不知道怎么就没下载了擦来</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>16796</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Tap Defense</td>\n",
       "      <td>游客</td>\n",
       "      <td>1373276686</td>\n",
       "      <td>真心的垃圾，根本打不开，怎么有这种骗流量的？？？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>真心的垃圾根本打不开怎么有这种骗流量的</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>16809</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Tappy逃生2</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404861576</td>\n",
       "      <td>不怎么的好玩</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不怎么的好玩</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>17025</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1388838063</td>\n",
       "      <td>搞什么，怎么进去的？那位好人能说下</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>搞什么怎么进去的那位好人能说下</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>17027</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389427784</td>\n",
       "      <td>操，怎么进去啊？？？？？？垃圾游戏</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>操怎么进去啊垃圾游戏</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>17032</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390997484</td>\n",
       "      <td>怎么弄账号啊！</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么弄账号啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>17049</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1393319129</td>\n",
       "      <td>我想起说。。。我没有谷歌号。。怎么办？？？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我想起说我没有谷歌号怎么办</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>17059</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396521206</td>\n",
       "      <td>怎么尽到第二个场景叫我更新更新玩完了就玩不了了</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么尽到第二个场景叫我更新更新玩完了就玩不了了</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>17759</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>wifi掌门狗(保护神)</td>\n",
       "      <td>游客</td>\n",
       "      <td>1371712484</td>\n",
       "      <td>怎么刚用了二天就自行关闭了呢？是有预谋的吧？要吃要喝就吠上一声啊！真无聊。</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么刚用了二天就自行关闭了呢是有预谋的吧要吃要喝就吠上一声啊真无聊</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3187</th>\n",
       "      <td>17799</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1393949126</td>\n",
       "      <td>真的挺好的，并且没有广告（还是希望这个软件一直没有广告），非常感谢作者们！建议作者换种方法获...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>真的挺好的并且没有广告还是希望这个软件一直没有广告非常感谢作者们建议作者换种方法获得资金对了...</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>17810</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403969426</td>\n",
       "      <td>壁纸怎么没法设</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>壁纸怎么没法设</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id     source                      game_name user_name comment_time  \\\n",
       "3          4  qq_mobile                    &nbsp;杀神免费版        游客   1403781770   \n",
       "58        15  qq_mobile                 100 Doors 2013        游客   1390747474   \n",
       "82        27  qq_mobile                 100 Doors 2013        游客   1402252327   \n",
       "83        30  qq_mobile                 100 Doors 2013        游客   1402479552   \n",
       "84        31  qq_mobile                 100 Doors 2013        游客   1402540357   \n",
       "187       37  qq_mobile                 100 Doors 2013        游客   1403367008   \n",
       "188       38  qq_mobile                 100 Doors 2013        游客   1403394509   \n",
       "253       94  qq_mobile                    100 Gates找茬        游客   1438752445   \n",
       "254       97  qq_mobile                    100 Gates找茬        游客   1444322123   \n",
       "258      193  qq_mobile                       100地牢门逃离        游客   1423622738   \n",
       "259      196  qq_mobile                        100复仇之门        游客   1367909563   \n",
       "262      210  qq_mobile                          100扇门        游客   1401377265   \n",
       "276      269  qq_mobile                     100扇门 平行世界        游客   1384042634   \n",
       "277      270  qq_mobile                     100扇门 平行世界        游客   1385927074   \n",
       "278      272  qq_mobile                     100扇门 平行世界        游客   1387795023   \n",
       "281      275  qq_mobile                     100扇门 平行世界        游客   1389503854   \n",
       "286      289  qq_mobile                         100次逃脱        游客   1353990776   \n",
       "288      291  qq_mobile                         100次逃脱        游客   1355994295   \n",
       "289      294  qq_mobile                         100次逃脱        游客   1358608142   \n",
       "291      296  qq_mobile                         100次逃脱        游客   1361985381   \n",
       "392      324  qq_mobile                         100次逃脱        游客   1397967534   \n",
       "454      332  qq_mobile                         100次逃脱        游客   1402889833   \n",
       "456      334  qq_mobile                         100次逃脱        游客   1403925333   \n",
       "458      339  qq_mobile                         100次逃脱        游客   1410260493   \n",
       "584      385  qq_mobile  100道门：地狱逃生 100 Inferno Escape        游客   1464440758   \n",
       "586      407  qq_mobile                    100项任务：偷天大厦        游客   1359991732   \n",
       "862     1194  qq_mobile                       2048最强大脑        游客   1430567547   \n",
       "869     1232  qq_mobile                       2048朴灿烈版        游客   1431277324   \n",
       "947     1560  qq_mobile                       2XL沙滩越野赛        游客   1396665755   \n",
       "991     1906  qq_mobile                         3D停车博士        游客   1371543231   \n",
       "...      ...        ...                            ...       ...          ...   \n",
       "2631   11734  qq_mobile                      Ironpants        游客   1394276032   \n",
       "2711   12102  qq_mobile          Killer Bean Unleashed        游客   1406386722   \n",
       "2752   12439  qq_mobile             Little Piano （小钢琴）        游客   1386954158   \n",
       "2825   12828  qq_mobile                 LoveGirlFriend        游客   1407195087   \n",
       "2826   12830  qq_mobile                 LoveGirlFriend        游客   1407505634   \n",
       "2827   12832  qq_mobile                 LoveGirlFriend        游客   1408209626   \n",
       "2855   13066  qq_mobile                MessagEase Game        游客   1380381714   \n",
       "2862   13230  qq_mobile                        MM最爱连连看        游客   1411211787   \n",
       "2909   14046  qq_mobile                      osu!droid        游客   1384083337   \n",
       "2918   14059  qq_mobile                      osu!droid        游客   1398256454   \n",
       "2923   14065  qq_mobile                      osu!droid        游客   1403175289   \n",
       "2933   14092  qq_mobile                      osu!droid        游客   1423373278   \n",
       "2958  135611  qq_mobile                        寂静岭2汉化版        游客   1345565935   \n",
       "2962   14638  qq_mobile                      Puzzle 15        游客   1401377243   \n",
       "2974   15135  qq_mobile                      Q将水浒-塔防无双        游客   1355825651   \n",
       "3048   15744  qq_mobile               Ski Challenge 13        游客   1395804735   \n",
       "3049   15745  qq_mobile               Ski Challenge 13        游客   1409280949   \n",
       "3062   16027  qq_mobile                      Songtaste        游客   1366107962   \n",
       "3072   16346  qq_mobile                      Streaker!        游客   1369997913   \n",
       "3097   16585  qq_mobile                   SwingCopters        游客   1408760148   \n",
       "3126   16796  qq_mobile                    Tap Defense        游客   1373276686   \n",
       "3133   16809  qq_mobile                       Tappy逃生2        游客   1404861576   \n",
       "3137   17025  qq_mobile            Thor The Dark World        游客   1388838063   \n",
       "3139   17027  qq_mobile            Thor The Dark World        游客   1389427784   \n",
       "3142   17032  qq_mobile            Thor The Dark World        游客   1390997484   \n",
       "3147   17049  qq_mobile            Thor The Dark World        游客   1393319129   \n",
       "3149   17059  qq_mobile            Thor The Dark World        游客   1396521206   \n",
       "3174   17759  qq_mobile                   wifi掌门狗(保护神)        游客   1371712484   \n",
       "3187   17799  qq_mobile                          WI输入法        游客   1393949126   \n",
       "3198   17810  qq_mobile                          WI输入法        游客   1403969426   \n",
       "\n",
       "                                                content score  type  emotion  \\\n",
       "3                                   请问通过人物，能不能找到账号和所在区。     5     2        1   \n",
       "58                                     第四关怎么过太多广告。经常卡死。     1     3        2   \n",
       "82                                           第三关咋过功能实用。     2     2        0   \n",
       "83                             第十关怎么过啊？？速度很快。界面很丑。使用方便。     4     2        0   \n",
       "84                                               49关怎么过     5     2        0   \n",
       "187                               擦，25关门开了怎么出来英文啦？还过不去！     1     3        2   \n",
       "188                                靠，25关的information怎么破     3     2        0   \n",
       "253                                24关，就是全是头骨的那关要怎么过，求解     5     2        0   \n",
       "254                                     7关怎么过谁知道？亲们帮帮我。     2     2        0   \n",
       "258                                     第23关咋过，亲们，帮个忙啥~     3     2        0   \n",
       "259                                             17关怎么过啊     3     0        0   \n",
       "262                还可以    挺好的  为什么 没有 文字的提示     13关怎么过嘛     5     3        3   \n",
       "276                                             21关咋过啊？     3     1        0   \n",
       "277                                          13关咋过阿，求解。     5     2        0   \n",
       "278                                           第九关咋过啊！！！     4     2        0   \n",
       "281                                        求......第8关咋过     3     2        0   \n",
       "286   怎么25关之后不能玩？觉得有的关卡太变态了，完全不能用正常思维去思考，不过玩起来挺有意思的，...     5     3        3   \n",
       "288                                         25之后怎么不能完了？     4     3        2   \n",
       "289                                             第一关怎么过的     5     2        0   \n",
       "291                                   第五关怎么过啊?哪位高手指点一下啊     5     2        0   \n",
       "392                            我想问一下，谁知道第一关电钻和钻头怎么组合在一起     3     2        0   \n",
       "454                                           32怎么不让玩呢？     5     2        0   \n",
       "456                                          艹，，，，第一关怎么     1     3        2   \n",
       "458                                          怎么三十二关不能玩呢     3     2        0   \n",
       "584                                             28关怎么过？     5     2        0   \n",
       "586                          什么啊。我玩100doors2013怎么转这里来了？     1     3        2   \n",
       "862                                         怎么声音关不了啊？烦人     4     0        0   \n",
       "869                                         没有游戏规则，怎么玩？     5     0        0   \n",
       "947                                怎么来下个图？速度很快。\\n\\n\\n\\n     5     0        0   \n",
       "991                                          后面的怎么解锁啊？？     5     0        0   \n",
       "...                                                 ...   ...   ...      ...   \n",
       "2631                                啥也不说了都是手机问题，我的怎么就不呢     5     0        0   \n",
       "2711                                      怎么换其他子弹，激光等等。     5     0        0   \n",
       "2752                                     不知道怎么说，还是别下的好。     2     0        0   \n",
       "2825                                      约会都完了，怎么办，谁知道     3     0        0   \n",
       "2826                                             打不开怎么办     1     0        0   \n",
       "2827                                         充值没有砖，怎么回事     1     0        0   \n",
       "2855                                        看都看不懂还怎么打字呀     1     0        0   \n",
       "2862                                  奇怪下载下来没有图片怎么玩，无语了     1     0        0   \n",
       "2909                       闪退怎么破&hellip;以前的机子不会&hellip;     4     0        0   \n",
       "2918                                           没有地图怎么玩，     1     0        0   \n",
       "2923                                        怎么(⊙_⊙?)玩啊？     1     0        0   \n",
       "2933   垃圾，真是搞不懂了，怎么会有这么多垃圾，打开界面还是日语，&larr;_&larr;操都不想星，     1     0        0   \n",
       "2958                                             怎么不是中文     2     0        0   \n",
       "2962                                           能讲一下怎么玩不     1     0        0   \n",
       "2974                           怎么回事？扣了我三次四块钱还不可以玩。坑人是吧？     1     0        0   \n",
       "3048                                        草，不知道怎么注册帐号     1     0        0   \n",
       "3049                                         注册最后1个怎么输入     1     0        0   \n",
       "3062                                            怎么不更新了？     5     0        0   \n",
       "3072                                          下了。怎么玩不了啊     3     0        0   \n",
       "3097                            全是广告，不知道怎么就没下载了！！！擦来！！！     1     0        0   \n",
       "3126                           真心的垃圾，根本打不开，怎么有这种骗流量的？？？     1     0        0   \n",
       "3133                                             不怎么的好玩     4     0        0   \n",
       "3137                                  搞什么，怎么进去的？那位好人能说下     1     0        0   \n",
       "3139                                  操，怎么进去啊？？？？？？垃圾游戏     1     0        0   \n",
       "3142                                            怎么弄账号啊！     2     0        0   \n",
       "3147                              我想起说。。。我没有谷歌号。。怎么办？？？     1     0        0   \n",
       "3149                            怎么尽到第二个场景叫我更新更新玩完了就玩不了了     5     0        0   \n",
       "3174              怎么刚用了二天就自行关闭了呢？是有预谋的吧？要吃要喝就吠上一声啊！真无聊。     2     0        0   \n",
       "3187  真的挺好的，并且没有广告（还是希望这个软件一直没有广告），非常感谢作者们！建议作者换种方法获...     5     0        0   \n",
       "3198                                            壁纸怎么没法设     5     0        0   \n",
       "\n",
       "                                          content_clear  content_len  c_count  \\\n",
       "3                                     请问通过人物能不能找到账号和所在区           17        1   \n",
       "58                                       第四关怎么过太多广告经常卡死           14        1   \n",
       "82                                            第三关咋过功能实用            9        1   \n",
       "83                                  第十关怎么过啊速度很快界面很丑使用方便           19        1   \n",
       "84                                               49关怎么过            6        1   \n",
       "187                                  擦25关门开了怎么出来英文啦还过不去           18        1   \n",
       "188                                 靠25关的information怎么破           19        1   \n",
       "253                                  24关就是全是头骨的那关要怎么过求解           18        1   \n",
       "254                                       7关怎么过谁知道亲们帮帮我           13        1   \n",
       "258                                        第23关咋过亲们帮个忙啥           12        1   \n",
       "259                                             17关怎么过啊            7        1   \n",
       "262                        还可以 挺好的 为什么 没有 文字的提示 13关怎么过嘛           28        1   \n",
       "276                                              21关咋过啊            6        1   \n",
       "277                                            13关咋过阿求解            8        1   \n",
       "278                                              第九关咋过啊            6        1   \n",
       "281                                              求第8关咋过            6        1   \n",
       "286   怎么25关之后不能玩觉得有的关卡太变态了完全不能用正常思维去思考不过玩起来挺有意思的也挺有挑战性的           49        1   \n",
       "288                                          25之后怎么不能完了           10        1   \n",
       "289                                             第一关怎么过的            7        1   \n",
       "291                                    第五关怎么过啊哪位高手指点一下啊           16        1   \n",
       "392                             我想问一下谁知道第一关电钻和钻头怎么组合在一起           23        1   \n",
       "454                                            32怎么不让玩呢            8        1   \n",
       "456                                              艹第一关怎么            6        1   \n",
       "458                                          怎么三十二关不能玩呢           10        1   \n",
       "584                                              28关怎么过            6        2   \n",
       "586                            什么啊我玩100doors2013怎么转这里来了           24        1   \n",
       "862                                          怎么声音关不了啊烦人           10        1   \n",
       "869                                           没有游戏规则怎么玩            9        1   \n",
       "947                                          怎么来下个图速度很快           10        1   \n",
       "991                                            后面的怎么解锁啊            8        1   \n",
       "...                                                 ...          ...      ...   \n",
       "2631                                 啥也不说了都是手机问题我的怎么就不呢           18        1   \n",
       "2711                                        怎么换其他子弹激光等等           11        1   \n",
       "2752                                       不知道怎么说还是别下的好           12        1   \n",
       "2825                                        约会都完了怎么办谁知道           11        1   \n",
       "2826                                             打不开怎么办            6        2   \n",
       "2827                                          充值没有砖怎么回事            9        1   \n",
       "2855                                        看都看不懂还怎么打字呀           11        1   \n",
       "2862                                   奇怪下载下来没有图片怎么玩无语了           16        1   \n",
       "2909                                       闪退怎么破以前的机子不会           12        1   \n",
       "2918                                            没有地图怎么玩            7        1   \n",
       "2923                                             怎么⊙⊙玩啊            6        1   \n",
       "2933                   垃圾真是搞不懂了怎么会有这么多垃圾打开界面还是日语←←操都不想星           32        1   \n",
       "2958                                             怎么不是中文            6        2   \n",
       "2962                                           能讲一下怎么玩不            8        1   \n",
       "2974                              怎么回事扣了我三次四块钱还不可以玩坑人是吧           21        1   \n",
       "3048                                         草不知道怎么注册帐号           10        1   \n",
       "3049                                         注册最后1个怎么输入           10        1   \n",
       "3062                                             怎么不更新了            6        1   \n",
       "3072                                           下了怎么玩不了啊            8        1   \n",
       "3097                                   全是广告不知道怎么就没下载了擦来           16        1   \n",
       "3126                                真心的垃圾根本打不开怎么有这种骗流量的           19        1   \n",
       "3133                                             不怎么的好玩            6        1   \n",
       "3137                                    搞什么怎么进去的那位好人能说下           15        1   \n",
       "3139                                         操怎么进去啊垃圾游戏           10        1   \n",
       "3142                                             怎么弄账号啊            6        1   \n",
       "3147                                      我想起说我没有谷歌号怎么办           13        1   \n",
       "3149                            怎么尽到第二个场景叫我更新更新玩完了就玩不了了           23        1   \n",
       "3174                  怎么刚用了二天就自行关闭了呢是有预谋的吧要吃要喝就吠上一声啊真无聊           33        1   \n",
       "3187  真的挺好的并且没有广告还是希望这个软件一直没有广告非常感谢作者们建议作者换种方法获得资金对了...           86        1   \n",
       "3198                                            壁纸怎么没法设            7        1   \n",
       "\n",
       "      u_count  \n",
       "3       21748  \n",
       "58      21748  \n",
       "82      21748  \n",
       "83      21748  \n",
       "84      21748  \n",
       "187     21748  \n",
       "188     21748  \n",
       "253     21748  \n",
       "254     21748  \n",
       "258     21748  \n",
       "259     21748  \n",
       "262     21748  \n",
       "276     21748  \n",
       "277     21748  \n",
       "278     21748  \n",
       "281     21748  \n",
       "286     21748  \n",
       "288     21748  \n",
       "289     21748  \n",
       "291     21748  \n",
       "392     21748  \n",
       "454     21748  \n",
       "456     21748  \n",
       "458     21748  \n",
       "584     21748  \n",
       "586     21748  \n",
       "862     21748  \n",
       "869     21748  \n",
       "947     21748  \n",
       "991     21748  \n",
       "...       ...  \n",
       "2631    21748  \n",
       "2711    21748  \n",
       "2752    21748  \n",
       "2825    21748  \n",
       "2826    21748  \n",
       "2827    21748  \n",
       "2855    21748  \n",
       "2862    21748  \n",
       "2909    21748  \n",
       "2918    21748  \n",
       "2923    21748  \n",
       "2933    21748  \n",
       "2958    21748  \n",
       "2962    21748  \n",
       "2974    21748  \n",
       "3048    21748  \n",
       "3049    21748  \n",
       "3062    21748  \n",
       "3072    21748  \n",
       "3097    21748  \n",
       "3126    21748  \n",
       "3133    21748  \n",
       "3137    21748  \n",
       "3139    21748  \n",
       "3142    21748  \n",
       "3147    21748  \n",
       "3149    21748  \n",
       "3174    21748  \n",
       "3187    21748  \n",
       "3198    21748  \n",
       "\n",
       "[100 rows x 13 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 选出无用评论看看\n",
    "# 根据 怎么过、xxx   , 可是普通评论也会这样提问并且抒发 情绪\n",
    "# contains 怎样 或者\n",
    "df2 = df1[df1['content_clear'].str.contains(\"帮个忙\") | df1['content_clear'].str.contains(\"请问\") | \n",
    "          df1['content_clear'].str.contains(\"怎么\")   | df1['content_clear'].str.contains(\"快帮我\") | \n",
    "          df1['content_clear'].str.contains(\"咋过\")   | df1['content_clear'].str.contains(\"能不能\") | \n",
    "          df1['content_clear'].str.contains(\"告诉我\") | df1['content_clear'].str.contains(\"指点一下\")|\n",
    "          df1['content_clear'].str.contains(\"首充\") ]\n",
    "df2.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10963, 13)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(161647, 13)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def content_match(df, col_name):\n",
    "    return (df[col_name].str.contains(\"好玩\") | df[col_name].str.contains(\"很\")| \n",
    "          df[col_name].str.contains(\"还可以\") | df[col_name].str.contains(\"还行\") |\n",
    "          df[col_name].str.contains(\"不错\") | df[col_name].str.contains(\"挺有意思\") |\n",
    "          df[col_name].str.contains(\"挺好的\") | df[col_name].str.contains(\"简单\") |\n",
    "          df[col_name].str.contains(\"赞\") | df[col_name].str.contains(\"广告\") |\n",
    "          df[col_name].str.contains(\"难\") | df[col_name].str.contains(\"不会\") |\n",
    "          df[col_name].str.contains(\"垃圾\") | df[col_name].str.contains(\"坑\") |\n",
    "          df[col_name].str.contains(\"不懂\") |  df[col_name].str.contains(\"差\") | \n",
    "          df[col_name].str.contains(\"烦躁\") | \n",
    "          df[col_name].str.contains(\"挑战\") )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
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       "      <th>content_len</th>\n",
       "      <th>c_count</th>\n",
       "      <th>u_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>15</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390747474</td>\n",
       "      <td>第四关怎么过太多广告。经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>第四关怎么过太多广告经常卡死</td>\n",
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       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>30</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402479552</td>\n",
       "      <td>第十关怎么过啊？？速度很快。界面很丑。使用方便。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第十关怎么过啊速度很快界面很丑使用方便</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
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       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>210</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401377265</td>\n",
       "      <td>还可以    挺好的  为什么 没有 文字的提示     13关怎么过嘛</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>还可以 挺好的 为什么 没有 文字的提示 13关怎么过嘛</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>289</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1353990776</td>\n",
       "      <td>怎么25关之后不能玩？觉得有的关卡太变态了，完全不能用正常思维去思考，不过玩起来挺有意思的，...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>怎么25关之后不能玩觉得有的关卡太变态了完全不能用正常思维去思考不过玩起来挺有意思的也挺有挑战性的</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>1560</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2XL沙滩越野赛</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396665755</td>\n",
       "      <td>怎么来下个图？速度很快。\\n\\n\\n\\n</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么来下个图速度很快</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>2319</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D坦克在线</td>\n",
       "      <td>游客</td>\n",
       "      <td>1388668909</td>\n",
       "      <td>很难控制。比坦克世界难控制！还有怎么更新？知道的楼下请回话?</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很难控制比坦克世界难控制还有怎么更新知道的楼下请回话</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>3637</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D植物大战</td>\n",
       "      <td>游客</td>\n",
       "      <td>1373368213</td>\n",
       "      <td>50全通了，可是叶子就146个，游戏是英文的，看不懂怎么得叶子，想买英雄都不够，哎，冲钱也不...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50全通了可是叶子就146个游戏是英文的看不懂怎么得叶子想买英雄都不够哎冲钱也不行不过总体很...</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2070</th>\n",
       "      <td>7221</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Cars And Guns 3D</td>\n",
       "      <td>游客</td>\n",
       "      <td>1399474526</td>\n",
       "      <td>太多广告。怎么开始？？？？</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告怎么开始</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2209</th>\n",
       "      <td>8139</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>CS突击风暴单机版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403276457</td>\n",
       "      <td>首先你要下载一个其他软件来激活，这他妈的不就是坑人吗，我觉得这个游戏真是丧良心，还有就是这种...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>首先你要下载一个其他软件来激活这他妈的不就是坑人吗我觉得这个游戏真是丧良心还有就是这种游戏怎...</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2352</th>\n",
       "      <td>9510</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>F22 D.S.</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406107298</td>\n",
       "      <td>控制方向真他妈难控制，都不知道怎么玩，草！千万不要下，坑流量的，给它一颗星我都觉得多了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>控制方向真他妈难控制都不知道怎么玩草千万不要下坑流量的给它一颗星我都觉得多了</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2416</th>\n",
       "      <td>10415</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>FM一球成名</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405726891</td>\n",
       "      <td>垃圾，名字不管怎么取都不能通过</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾名字不管怎么取都不能通过</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>10580</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Friendly Fire</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396842474</td>\n",
       "      <td>看不懂，，，没字没提示，，，怎么玩都不晓得</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>看不懂没字没提示怎么玩都不晓得</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2586</th>\n",
       "      <td>11644</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>iQuarium</td>\n",
       "      <td>游客</td>\n",
       "      <td>1354413030</td>\n",
       "      <td>应该很漂亮，怎么安装完才200多k进不去，帮助我下。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>应该很漂亮怎么安装完才200多k进不去帮助我下</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2591</th>\n",
       "      <td>11648</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>iQuarium</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390739259</td>\n",
       "      <td>挺好玩，速度很快，功能实用，可是玩到添好水草以后没法加沙砾了。那一部怎么玩？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>挺好玩速度很快功能实用可是玩到添好水草以后没法加沙砾了那一部怎么玩</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2593</th>\n",
       "      <td>11653</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>iQuarium</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403771508</td>\n",
       "      <td>怎么来弄更多的鱼？速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么来弄更多的鱼速度很快</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2598</th>\n",
       "      <td>11660</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>iQuarium</td>\n",
       "      <td>游客</td>\n",
       "      <td>1417330771</td>\n",
       "      <td>玩这个要很久吗？怎么快速得到积分？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>玩这个要很久吗怎么快速得到积分</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2599</th>\n",
       "      <td>11664</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>iQuarium</td>\n",
       "      <td>游客</td>\n",
       "      <td>1423307241</td>\n",
       "      <td>好玩，不过怎么快速得积分?</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好玩不过怎么快速得积分</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2855</th>\n",
       "      <td>13066</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>MessagEase Game</td>\n",
       "      <td>游客</td>\n",
       "      <td>1380381714</td>\n",
       "      <td>看都看不懂还怎么打字呀</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>看都看不懂还怎么打字呀</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>14046</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>osu!droid</td>\n",
       "      <td>游客</td>\n",
       "      <td>1384083337</td>\n",
       "      <td>闪退怎么破&amp;hellip;以前的机子不会&amp;hellip;</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退怎么破以前的机子不会</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933</th>\n",
       "      <td>14092</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>osu!droid</td>\n",
       "      <td>游客</td>\n",
       "      <td>1423373278</td>\n",
       "      <td>垃圾，真是搞不懂了，怎么会有这么多垃圾，打开界面还是日语，&amp;larr;_&amp;larr;操都不想星，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾真是搞不懂了怎么会有这么多垃圾打开界面还是日语←←操都不想星</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2974</th>\n",
       "      <td>15135</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Q将水浒-塔防无双</td>\n",
       "      <td>游客</td>\n",
       "      <td>1355825651</td>\n",
       "      <td>怎么回事？扣了我三次四块钱还不可以玩。坑人是吧？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么回事扣了我三次四块钱还不可以玩坑人是吧</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3097</th>\n",
       "      <td>16585</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>SwingCopters</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408760148</td>\n",
       "      <td>全是广告，不知道怎么就没下载了！！！擦来！！！</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>全是广告不知道怎么就没下载了擦来</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126</th>\n",
       "      <td>16796</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Tap Defense</td>\n",
       "      <td>游客</td>\n",
       "      <td>1373276686</td>\n",
       "      <td>真心的垃圾，根本打不开，怎么有这种骗流量的？？？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>真心的垃圾根本打不开怎么有这种骗流量的</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>16809</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Tappy逃生2</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404861576</td>\n",
       "      <td>不怎么的好玩</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不怎么的好玩</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>17027</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389427784</td>\n",
       "      <td>操，怎么进去啊？？？？？？垃圾游戏</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>操怎么进去啊垃圾游戏</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3187</th>\n",
       "      <td>17799</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1393949126</td>\n",
       "      <td>真的挺好的，并且没有广告（还是希望这个软件一直没有广告），非常感谢作者们！建议作者换种方法获...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>真的挺好的并且没有广告还是希望这个软件一直没有广告非常感谢作者们建议作者换种方法获得资金对了...</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3236</th>\n",
       "      <td>18118</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>《国与王》</td>\n",
       "      <td>游客</td>\n",
       "      <td>1392296602</td>\n",
       "      <td>垃圾 一打开就要下一百多兆东西 你怎么不去死 早点说老子及不浪费时间了 垃圾恶心</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾 一打开就要下一百多兆东西 你怎么不去死 早点说老子及不浪费时间了 垃圾恶心</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3273</th>\n",
       "      <td>19217</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>七彩泡泡龙</td>\n",
       "      <td>游客</td>\n",
       "      <td>1361198438</td>\n",
       "      <td>转圈的怎么这么难！还是我没有找到诀窍？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>转圈的怎么这么难还是我没有找到诀窍</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3279</th>\n",
       "      <td>19278</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>七彩祖玛3</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396969595</td>\n",
       "      <td>这个好玩比我前面下载的强多了    不知道后面怎么样</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>这个好玩比我前面下载的强多了 不知道后面怎么样</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3300</th>\n",
       "      <td>19319</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>七彩祖玛3</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407305117</td>\n",
       "      <td>太多广告 怎么玩 太烦了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告 怎么玩 太烦了</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9928</th>\n",
       "      <td>80997</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>卡利戈猎人 中文版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1410358698</td>\n",
       "      <td>还可以，升级挺快，就是怎么还不更新</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>还可以升级挺快就是怎么还不更新</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9962</th>\n",
       "      <td>84940</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>危险节奏</td>\n",
       "      <td>游客</td>\n",
       "      <td>1353940587</td>\n",
       "      <td>怎么不能buy full version啊！试玩了下很不错的！求解决！</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么不能buy full version啊试玩了下很不错的求解决</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9963</th>\n",
       "      <td>84943</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>危险节奏</td>\n",
       "      <td>游客</td>\n",
       "      <td>1356049326</td>\n",
       "      <td>怎么这么难安装的，，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么这么难安装的</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9964</th>\n",
       "      <td>84946</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>危险节奏</td>\n",
       "      <td>游客</td>\n",
       "      <td>1365830390</td>\n",
       "      <td>怎么玩啊？看不懂</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么玩啊看不懂</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10117</th>\n",
       "      <td>87311</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>口袋上帝</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405296334</td>\n",
       "      <td>还行，就是有点搞不清怎么玩～</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>还行就是有点搞不清怎么玩</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10128</th>\n",
       "      <td>87466</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>口袋堡垒</td>\n",
       "      <td>游客</td>\n",
       "      <td>1394987706</td>\n",
       "      <td>使用方便。功能实用。速度很快。最后怎么升级啊</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便功能实用速度很快最后怎么升级啊</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10459</th>\n",
       "      <td>96712</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>名探侦コナン　苍き宝石の轮舞曲</td>\n",
       "      <td>游客</td>\n",
       "      <td>1386057491</td>\n",
       "      <td>怎么不是中文，看都看不懂</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么不是中文看都看不懂</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10602</th>\n",
       "      <td>97905</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>哆哆学习乐园</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408763168</td>\n",
       "      <td>开发个屁游戏，广告占屏一半，叫孩子们怎么玩。垃圾，垃圾</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>开发个屁游戏广告占屏一半叫孩子们怎么玩垃圾垃圾</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10997</th>\n",
       "      <td>99913</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>嘻哈三国塔防完整版 ThreeKTD</td>\n",
       "      <td>游客</td>\n",
       "      <td>1371135483</td>\n",
       "      <td>好要是好玩，就是不知道怎么买战功</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好要是好玩就是不知道怎么买战功</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11060</th>\n",
       "      <td>101900</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>图腾跑酷</td>\n",
       "      <td>游客</td>\n",
       "      <td>1388464614</td>\n",
       "      <td>很好的游戏.怎么不不火?呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很好的游戏怎么不不火呢</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11095</th>\n",
       "      <td>102023</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>图腾跑酷 完整版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398268914</td>\n",
       "      <td>好是好玩，但是后面不能玩了是怎么回事</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好是好玩但是后面不能玩了是怎么回事</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11115</th>\n",
       "      <td>102862</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>在线农场</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406423517</td>\n",
       "      <td>不错。树怎么种啊！？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不错树怎么种啊</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11132</th>\n",
       "      <td>103329</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>地狱战神单机版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398953519</td>\n",
       "      <td>其实它是失败中的成功者，都不知怎么评价。垃圾的一逼吊遭</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>其实它是失败中的成功者都不知怎么评价垃圾的一逼吊遭</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11533</th>\n",
       "      <td>110347</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>坦克怒火</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391835499</td>\n",
       "      <td>服务器关了吧   怎么登陆不上   靠！！！！！使用方便。功能实用。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>服务器关了吧 怎么登陆不上 靠使用方便功能实用速度很快</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11716</th>\n",
       "      <td>115768</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>外星人也爱吃苹果</td>\n",
       "      <td>游客</td>\n",
       "      <td>1368543372</td>\n",
       "      <td>我很喜欢玩，怎么要购买呀！不知道怎样购买。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我很喜欢玩怎么要购买呀不知道怎样购买</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11750</th>\n",
       "      <td>116805</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>够级</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404568267</td>\n",
       "      <td>还可以吧     我的怎么没法更新功能实用。</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>还可以吧 我的怎么没法更新功能实用</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11880</th>\n",
       "      <td>121115</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>天使与恶魔2</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370613655</td>\n",
       "      <td>怎么有时候会突然退出啊。游戏不错</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么有时候会突然退出啊游戏不错</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11914</th>\n",
       "      <td>121891</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>天外飞仙</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398250098</td>\n",
       "      <td>果然不错，楼下怎么看</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>果然不错楼下怎么看</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11969</th>\n",
       "      <td>123831</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>天天消糖果</td>\n",
       "      <td>游客</td>\n",
       "      <td>1456653327</td>\n",
       "      <td>兑换码怎么换？界面简洁。使用方便。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>兑换码怎么换界面简洁使用方便速度很快</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12100</th>\n",
       "      <td>128952</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>奇遇OL</td>\n",
       "      <td>游客</td>\n",
       "      <td>1388625656</td>\n",
       "      <td>怎么更新不了，操什么垃圾游戏</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么更新不了操什么垃圾游戏</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12103</th>\n",
       "      <td>128957</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>奇酷三国OL</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370047897</td>\n",
       "      <td>以前玩还不错！现在玩，怎么觉得网络老是进不去！垃圾</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>以前玩还不错现在玩怎么觉得网络老是进不去垃圾</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12210</th>\n",
       "      <td>132401</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>字牌跑胡子合集</td>\n",
       "      <td>游客</td>\n",
       "      <td>1467103124</td>\n",
       "      <td>跑胡子，牌很好的的时候不是截胡就是黄庄，还能不能愉快的玩耍了？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>跑胡子牌很好的的时候不是截胡就是黄庄还能不能愉快的玩耍了</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12221</th>\n",
       "      <td>132419</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>字牌跑胡子合集</td>\n",
       "      <td>游客</td>\n",
       "      <td>1467413536</td>\n",
       "      <td>韵味，公交上玩，蹲坑玩，怎么都好玩。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>韵味公交上玩蹲坑玩怎么都好玩</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12263</th>\n",
       "      <td>132985</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>宁波游戏大厅</td>\n",
       "      <td>游客</td>\n",
       "      <td>1463367359</td>\n",
       "      <td>好玩，说不好的都傻逼，还说打不开，我们怎么就能打开，还是你们的手机狗屁，给1星的都傻逼，还骂...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好玩说不好的都傻逼还说打不开我们怎么就能打开还是你们的手机狗屁给1星的都傻逼还骂游戏不要点脸啊</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12265</th>\n",
       "      <td>132990</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>宁波游戏大厅</td>\n",
       "      <td>游客</td>\n",
       "      <td>1463451600</td>\n",
       "      <td>加群：264017839，一起交流一下怎么玩好这个游戏，难度不是一般的厉害。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>加群264017839一起交流一下怎么玩好这个游戏难度不是一般的厉害</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12416</th>\n",
       "      <td>134620</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>宠物农场</td>\n",
       "      <td>游客</td>\n",
       "      <td>1434615443</td>\n",
       "      <td>怎么这么难啊</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么这么难啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12464</th>\n",
       "      <td>137826</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>寿司好友 Sushi Friends</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391852412</td>\n",
       "      <td>怎么进关卡啊？？？东西也贵，好玩是好玩。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么进关卡啊东西也贵好玩是好玩</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12469</th>\n",
       "      <td>137848</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>寿司好友 Sushi Friends</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401710420</td>\n",
       "      <td>很不错，就是不知道怎么拿东西</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很不错就是不知道怎么拿东西</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12539</th>\n",
       "      <td>139030</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>将神三国</td>\n",
       "      <td>游客</td>\n",
       "      <td>1428194967</td>\n",
       "      <td>垃圾我充了钱都不到账到没有啦这垃圾游戏怎么不去死啊</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾我充了钱都不到账到没有啦这垃圾游戏怎么不去死啊</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12576</th>\n",
       "      <td>140052</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>小小战役</td>\n",
       "      <td>游客</td>\n",
       "      <td>1423182767</td>\n",
       "      <td>很好玩,可是第七关就过不去了.求帮助。看tip上说盟军怎么没遇到呢？现在是二打一的状态啊</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很好玩可是第七关就过不去了求帮助看tip上说盟军怎么没遇到呢现在是二打一的状态啊</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id     source            game_name user_name comment_time  \\\n",
       "58         15  qq_mobile       100 Doors 2013        游客   1390747474   \n",
       "83         30  qq_mobile       100 Doors 2013        游客   1402479552   \n",
       "262       210  qq_mobile                100扇门        游客   1401377265   \n",
       "286       289  qq_mobile               100次逃脱        游客   1353990776   \n",
       "947      1560  qq_mobile             2XL沙滩越野赛        游客   1396665755   \n",
       "1129     2319  qq_mobile               3D坦克在线        游客   1388668909   \n",
       "1436     3637  qq_mobile               3D植物大战        游客   1373368213   \n",
       "2070     7221  qq_mobile     Cars And Guns 3D        游客   1399474526   \n",
       "2209     8139  qq_mobile            CS突击风暴单机版        游客   1403276457   \n",
       "2352     9510  qq_mobile             F22 D.S.        游客   1406107298   \n",
       "2416    10415  qq_mobile               FM一球成名        游客   1405726891   \n",
       "2445    10580  qq_mobile        Friendly Fire        游客   1396842474   \n",
       "2586    11644  qq_mobile             iQuarium        游客   1354413030   \n",
       "2591    11648  qq_mobile             iQuarium        游客   1390739259   \n",
       "2593    11653  qq_mobile             iQuarium        游客   1403771508   \n",
       "2598    11660  qq_mobile             iQuarium        游客   1417330771   \n",
       "2599    11664  qq_mobile             iQuarium        游客   1423307241   \n",
       "2855    13066  qq_mobile      MessagEase Game        游客   1380381714   \n",
       "2909    14046  qq_mobile            osu!droid        游客   1384083337   \n",
       "2933    14092  qq_mobile            osu!droid        游客   1423373278   \n",
       "2974    15135  qq_mobile            Q将水浒-塔防无双        游客   1355825651   \n",
       "3097    16585  qq_mobile         SwingCopters        游客   1408760148   \n",
       "3126    16796  qq_mobile          Tap Defense        游客   1373276686   \n",
       "3133    16809  qq_mobile             Tappy逃生2        游客   1404861576   \n",
       "3139    17027  qq_mobile  Thor The Dark World        游客   1389427784   \n",
       "3187    17799  qq_mobile                WI输入法        游客   1393949126   \n",
       "3236    18118  qq_mobile                《国与王》        游客   1392296602   \n",
       "3273    19217  qq_mobile                七彩泡泡龙        游客   1361198438   \n",
       "3279    19278  qq_mobile                七彩祖玛3        游客   1396969595   \n",
       "3300    19319  qq_mobile                七彩祖玛3        游客   1407305117   \n",
       "...       ...        ...                  ...       ...          ...   \n",
       "9928    80997  qq_mobile            卡利戈猎人 中文版        游客   1410358698   \n",
       "9962    84940  qq_mobile                 危险节奏        游客   1353940587   \n",
       "9963    84943  qq_mobile                 危险节奏        游客   1356049326   \n",
       "9964    84946  qq_mobile                 危险节奏        游客   1365830390   \n",
       "10117   87311  qq_mobile                 口袋上帝        游客   1405296334   \n",
       "10128   87466  qq_mobile                 口袋堡垒        游客   1394987706   \n",
       "10459   96712  qq_mobile      名探侦コナン　苍き宝石の轮舞曲        游客   1386057491   \n",
       "10602   97905  qq_mobile               哆哆学习乐园        游客   1408763168   \n",
       "10997   99913  qq_mobile   嘻哈三国塔防完整版 ThreeKTD        游客   1371135483   \n",
       "11060  101900  qq_mobile                 图腾跑酷        游客   1388464614   \n",
       "11095  102023  qq_mobile             图腾跑酷 完整版        游客   1398268914   \n",
       "11115  102862  qq_mobile                 在线农场        游客   1406423517   \n",
       "11132  103329  qq_mobile              地狱战神单机版        游客   1398953519   \n",
       "11533  110347  qq_mobile                 坦克怒火        游客   1391835499   \n",
       "11716  115768  qq_mobile             外星人也爱吃苹果        游客   1368543372   \n",
       "11750  116805  qq_mobile                   够级        游客   1404568267   \n",
       "11880  121115  qq_mobile               天使与恶魔2        游客   1370613655   \n",
       "11914  121891  qq_mobile                 天外飞仙        游客   1398250098   \n",
       "11969  123831  qq_mobile                天天消糖果        游客   1456653327   \n",
       "12100  128952  qq_mobile                 奇遇OL        游客   1388625656   \n",
       "12103  128957  qq_mobile               奇酷三国OL        游客   1370047897   \n",
       "12210  132401  qq_mobile              字牌跑胡子合集        游客   1467103124   \n",
       "12221  132419  qq_mobile              字牌跑胡子合集        游客   1467413536   \n",
       "12263  132985  qq_mobile               宁波游戏大厅        游客   1463367359   \n",
       "12265  132990  qq_mobile               宁波游戏大厅        游客   1463451600   \n",
       "12416  134620  qq_mobile                 宠物农场        游客   1434615443   \n",
       "12464  137826  qq_mobile   寿司好友 Sushi Friends        游客   1391852412   \n",
       "12469  137848  qq_mobile   寿司好友 Sushi Friends        游客   1401710420   \n",
       "12539  139030  qq_mobile                 将神三国        游客   1428194967   \n",
       "12576  140052  qq_mobile                 小小战役        游客   1423182767   \n",
       "\n",
       "                                                 content score  type  emotion  \\\n",
       "58                                      第四关怎么过太多广告。经常卡死。     1     3        2   \n",
       "83                              第十关怎么过啊？？速度很快。界面很丑。使用方便。     4     2        0   \n",
       "262                 还可以    挺好的  为什么 没有 文字的提示     13关怎么过嘛     5     3        3   \n",
       "286    怎么25关之后不能玩？觉得有的关卡太变态了，完全不能用正常思维去思考，不过玩起来挺有意思的，...     5     3        3   \n",
       "947                                 怎么来下个图？速度很快。\\n\\n\\n\\n     5     0        0   \n",
       "1129                      很难控制。比坦克世界难控制！还有怎么更新？知道的楼下请回话?     5     0        0   \n",
       "1436   50全通了，可是叶子就146个，游戏是英文的，看不懂怎么得叶子，想买英雄都不够，哎，冲钱也不...     5     0        0   \n",
       "2070                                       太多广告。怎么开始？？？？     2     0        0   \n",
       "2209   首先你要下载一个其他软件来激活，这他妈的不就是坑人吗，我觉得这个游戏真是丧良心，还有就是这种...     1     0        0   \n",
       "2352         控制方向真他妈难控制，都不知道怎么玩，草！千万不要下，坑流量的，给它一颗星我都觉得多了     1     0        0   \n",
       "2416                                     垃圾，名字不管怎么取都不能通过     1     0        0   \n",
       "2445                               看不懂，，，没字没提示，，，怎么玩都不晓得     2     0        0   \n",
       "2586                          应该很漂亮，怎么安装完才200多k进不去，帮助我下。     5     0        0   \n",
       "2591              挺好玩，速度很快，功能实用，可是玩到添好水草以后没法加沙砾了。那一部怎么玩？     5     0        0   \n",
       "2593                                      怎么来弄更多的鱼？速度很快。     5     0        0   \n",
       "2598                                   玩这个要很久吗？怎么快速得到积分？     5     0        0   \n",
       "2599                                       好玩，不过怎么快速得积分?     4     0        0   \n",
       "2855                                         看都看不懂还怎么打字呀     1     0        0   \n",
       "2909                        闪退怎么破&hellip;以前的机子不会&hellip;     4     0        0   \n",
       "2933    垃圾，真是搞不懂了，怎么会有这么多垃圾，打开界面还是日语，&larr;_&larr;操都不想星，     1     0        0   \n",
       "2974                            怎么回事？扣了我三次四块钱还不可以玩。坑人是吧？     1     0        0   \n",
       "3097                             全是广告，不知道怎么就没下载了！！！擦来！！！     1     0        0   \n",
       "3126                            真心的垃圾，根本打不开，怎么有这种骗流量的？？？     1     0        0   \n",
       "3133                                              不怎么的好玩     4     0        0   \n",
       "3139                                   操，怎么进去啊？？？？？？垃圾游戏     1     0        0   \n",
       "3187   真的挺好的，并且没有广告（还是希望这个软件一直没有广告），非常感谢作者们！建议作者换种方法获...     5     0        0   \n",
       "3236            垃圾 一打开就要下一百多兆东西 你怎么不去死 早点说老子及不浪费时间了 垃圾恶心     1     0        0   \n",
       "3273                                 转圈的怎么这么难！还是我没有找到诀窍？     5     0        0   \n",
       "3279                          这个好玩比我前面下载的强多了    不知道后面怎么样     4     0        0   \n",
       "3300                                        太多广告 怎么玩 太烦了     1     0        0   \n",
       "...                                                  ...   ...   ...      ...   \n",
       "9928                                   还可以，升级挺快，就是怎么还不更新     5     0        0   \n",
       "9962                 怎么不能buy full version啊！试玩了下很不错的！求解决！     3     0        0   \n",
       "9963                                          怎么这么难安装的，，     1     0        0   \n",
       "9964                                            怎么玩啊？看不懂     4     0        0   \n",
       "10117                                     还行，就是有点搞不清怎么玩～     4     0        0   \n",
       "10128                             使用方便。功能实用。速度很快。最后怎么升级啊     5     0        0   \n",
       "10459                                       怎么不是中文，看都看不懂     2     0        0   \n",
       "10602                        开发个屁游戏，广告占屏一半，叫孩子们怎么玩。垃圾，垃圾     1     0        0   \n",
       "10997                                   好要是好玩，就是不知道怎么买战功     5     0        0   \n",
       "11060                                     很好的游戏.怎么不不火?呢？     5     0        0   \n",
       "11095                                 好是好玩，但是后面不能玩了是怎么回事     3     0        0   \n",
       "11115                                         不错。树怎么种啊！？     5     0        0   \n",
       "11132                        其实它是失败中的成功者，都不知怎么评价。垃圾的一逼吊遭     1     0        0   \n",
       "11533            服务器关了吧   怎么登陆不上   靠！！！！！使用方便。功能实用。速度很快。     5     0        0   \n",
       "11716                              我很喜欢玩，怎么要购买呀！不知道怎样购买。     5     0        0   \n",
       "11750                             还可以吧     我的怎么没法更新功能实用。     4     0        0   \n",
       "11880                                   怎么有时候会突然退出啊。游戏不错     4     0        0   \n",
       "11914                                         果然不错，楼下怎么看     5     0        0   \n",
       "11969                             兑换码怎么换？界面简洁。使用方便。速度很快。     5     0        0   \n",
       "12100                                     怎么更新不了，操什么垃圾游戏     2     0        0   \n",
       "12103                          以前玩还不错！现在玩，怎么觉得网络老是进不去！垃圾     1     0        0   \n",
       "12210                    跑胡子，牌很好的的时候不是截胡就是黄庄，还能不能愉快的玩耍了？     5     0        0   \n",
       "12221                                 韵味，公交上玩，蹲坑玩，怎么都好玩。     5     0        0   \n",
       "12263  好玩，说不好的都傻逼，还说打不开，我们怎么就能打开，还是你们的手机狗屁，给1星的都傻逼，还骂...     5     0        0   \n",
       "12265             加群：264017839，一起交流一下怎么玩好这个游戏，难度不是一般的厉害。     5     0        0   \n",
       "12416                                             怎么这么难啊     3     0        0   \n",
       "12464                               怎么进关卡啊？？？东西也贵，好玩是好玩。     5     0        0   \n",
       "12469                                     很不错，就是不知道怎么拿东西     4     0        0   \n",
       "12539                          垃圾我充了钱都不到账到没有啦这垃圾游戏怎么不去死啊     1     0        0   \n",
       "12576       很好玩,可是第七关就过不去了.求帮助。看tip上说盟军怎么没遇到呢？现在是二打一的状态啊     5     0        0   \n",
       "\n",
       "                                           content_clear  content_len  \\\n",
       "58                                        第四关怎么过太多广告经常卡死           14   \n",
       "83                                   第十关怎么过啊速度很快界面很丑使用方便           19   \n",
       "262                         还可以 挺好的 为什么 没有 文字的提示 13关怎么过嘛           28   \n",
       "286    怎么25关之后不能玩觉得有的关卡太变态了完全不能用正常思维去思考不过玩起来挺有意思的也挺有挑战性的           49   \n",
       "947                                           怎么来下个图速度很快           10   \n",
       "1129                          很难控制比坦克世界难控制还有怎么更新知道的楼下请回话           26   \n",
       "1436   50全通了可是叶子就146个游戏是英文的看不懂怎么得叶子想买英雄都不够哎冲钱也不行不过总体很...           52   \n",
       "2070                                            太多广告怎么开始            8   \n",
       "2209   首先你要下载一个其他软件来激活这他妈的不就是坑人吗我觉得这个游戏真是丧良心还有就是这种游戏怎...           51   \n",
       "2352              控制方向真他妈难控制都不知道怎么玩草千万不要下坑流量的给它一颗星我都觉得多了           38   \n",
       "2416                                      垃圾名字不管怎么取都不能通过           14   \n",
       "2445                                     看不懂没字没提示怎么玩都不晓得           15   \n",
       "2586                             应该很漂亮怎么安装完才200多k进不去帮助我下           23   \n",
       "2591                   挺好玩速度很快功能实用可是玩到添好水草以后没法加沙砾了那一部怎么玩           33   \n",
       "2593                                        怎么来弄更多的鱼速度很快           12   \n",
       "2598                                     玩这个要很久吗怎么快速得到积分           15   \n",
       "2599                                         好玩不过怎么快速得积分           11   \n",
       "2855                                         看都看不懂还怎么打字呀           11   \n",
       "2909                                        闪退怎么破以前的机子不会           12   \n",
       "2933                    垃圾真是搞不懂了怎么会有这么多垃圾打开界面还是日语←←操都不想星           32   \n",
       "2974                               怎么回事扣了我三次四块钱还不可以玩坑人是吧           21   \n",
       "3097                                    全是广告不知道怎么就没下载了擦来           16   \n",
       "3126                                 真心的垃圾根本打不开怎么有这种骗流量的           19   \n",
       "3133                                              不怎么的好玩            6   \n",
       "3139                                          操怎么进去啊垃圾游戏           10   \n",
       "3187   真的挺好的并且没有广告还是希望这个软件一直没有广告非常感谢作者们建议作者换种方法获得资金对了...           86   \n",
       "3236            垃圾 一打开就要下一百多兆东西 你怎么不去死 早点说老子及不浪费时间了 垃圾恶心           40   \n",
       "3273                                   转圈的怎么这么难还是我没有找到诀窍           17   \n",
       "3279                             这个好玩比我前面下载的强多了 不知道后面怎么样           23   \n",
       "3300                                        太多广告 怎么玩 太烦了           12   \n",
       "...                                                  ...          ...   \n",
       "9928                                     还可以升级挺快就是怎么还不更新           15   \n",
       "9962                    怎么不能buy full version啊试玩了下很不错的求解决           32   \n",
       "9963                                            怎么这么难安装的            8   \n",
       "9964                                             怎么玩啊看不懂            7   \n",
       "10117                                       还行就是有点搞不清怎么玩           12   \n",
       "10128                                使用方便功能实用速度很快最后怎么升级啊           19   \n",
       "10459                                        怎么不是中文看都看不懂           11   \n",
       "10602                            开发个屁游戏广告占屏一半叫孩子们怎么玩垃圾垃圾           23   \n",
       "10997                                    好要是好玩就是不知道怎么买战功           15   \n",
       "11060                                        很好的游戏怎么不不火呢           11   \n",
       "11095                                  好是好玩但是后面不能玩了是怎么回事           17   \n",
       "11115                                            不错树怎么种啊            7   \n",
       "11132                          其实它是失败中的成功者都不知怎么评价垃圾的一逼吊遭           25   \n",
       "11533                        服务器关了吧 怎么登陆不上 靠使用方便功能实用速度很快           27   \n",
       "11716                                 我很喜欢玩怎么要购买呀不知道怎样购买           18   \n",
       "11750                                  还可以吧 我的怎么没法更新功能实用           17   \n",
       "11880                                    怎么有时候会突然退出啊游戏不错           15   \n",
       "11914                                          果然不错楼下怎么看            9   \n",
       "11969                                 兑换码怎么换界面简洁使用方便速度很快           18   \n",
       "12100                                      怎么更新不了操什么垃圾游戏           13   \n",
       "12103                             以前玩还不错现在玩怎么觉得网络老是进不去垃圾           22   \n",
       "12210                       跑胡子牌很好的的时候不是截胡就是黄庄还能不能愉快的玩耍了           28   \n",
       "12221                                     韵味公交上玩蹲坑玩怎么都好玩           14   \n",
       "12263    好玩说不好的都傻逼还说打不开我们怎么就能打开还是你们的手机狗屁给1星的都傻逼还骂游戏不要点脸啊           47   \n",
       "12265                 加群264017839一起交流一下怎么玩好这个游戏难度不是一般的厉害           34   \n",
       "12416                                             怎么这么难啊            6   \n",
       "12464                                    怎么进关卡啊东西也贵好玩是好玩           15   \n",
       "12469                                      很不错就是不知道怎么拿东西           13   \n",
       "12539                          垃圾我充了钱都不到账到没有啦这垃圾游戏怎么不去死啊           25   \n",
       "12576           很好玩可是第七关就过不去了求帮助看tip上说盟军怎么没遇到呢现在是二打一的状态啊           40   \n",
       "\n",
       "       c_count  u_count  \n",
       "58           1    21748  \n",
       "83           1    21748  \n",
       "262          1    21748  \n",
       "286          1    21748  \n",
       "947          1    21748  \n",
       "1129         1    21748  \n",
       "1436         1    21748  \n",
       "2070         1    21748  \n",
       "2209         1    21748  \n",
       "2352         1    21748  \n",
       "2416         1    21748  \n",
       "2445         1    21748  \n",
       "2586         1    21748  \n",
       "2591         1    21748  \n",
       "2593         1    21748  \n",
       "2598         1    21748  \n",
       "2599         1    21748  \n",
       "2855         1    21748  \n",
       "2909         1    21748  \n",
       "2933         1    21748  \n",
       "2974         1    21748  \n",
       "3097         1    21748  \n",
       "3126         1    21748  \n",
       "3133         1    21748  \n",
       "3139         1    21748  \n",
       "3187         1    21748  \n",
       "3236         1    21748  \n",
       "3273         1    21748  \n",
       "3279         1    21748  \n",
       "3300         1    21748  \n",
       "...        ...      ...  \n",
       "9928         1    21748  \n",
       "9962         1    21748  \n",
       "9963         1    21748  \n",
       "9964         1    21748  \n",
       "10117        1    21748  \n",
       "10128        1    21748  \n",
       "10459        1    21748  \n",
       "10602        1    21748  \n",
       "10997        1    21748  \n",
       "11060        1    21748  \n",
       "11095        1    21748  \n",
       "11115        1    21748  \n",
       "11132        1    21748  \n",
       "11533        1    21748  \n",
       "11716        1    21748  \n",
       "11750        1    21748  \n",
       "11880        1    21748  \n",
       "11914        1    21748  \n",
       "11969        1    21748  \n",
       "12100        1    21748  \n",
       "12103        1    21748  \n",
       "12210        1    21748  \n",
       "12221        1    21748  \n",
       "12263        1    21748  \n",
       "12265        1    21748  \n",
       "12416        1    21748  \n",
       "12464        1    21748  \n",
       "12469        1    21748  \n",
       "12539        1    21748  \n",
       "12576        1    21748  \n",
       "\n",
       "[100 rows x 13 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df3: df2中有情感的数据\n",
    "df3 = df2[content_match(df2, 'content_clear')]\n",
    "df3.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3210, 13)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>94</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>游客</td>\n",
       "      <td>1438752445</td>\n",
       "      <td>24关，就是全是头骨的那关要怎么过，求解</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>24关就是全是头骨的那关要怎么过求解</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>97</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>游客</td>\n",
       "      <td>1444322123</td>\n",
       "      <td>7关怎么过谁知道？亲们帮帮我。</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7关怎么过谁知道亲们帮帮我</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>193</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100地牢门逃离</td>\n",
       "      <td>游客</td>\n",
       "      <td>1423622738</td>\n",
       "      <td>第23关咋过，亲们，帮个忙啥~</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第23关咋过亲们帮个忙啥</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>196</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100复仇之门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1367909563</td>\n",
       "      <td>17关怎么过啊</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17关怎么过啊</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>269</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1384042634</td>\n",
       "      <td>21关咋过啊？</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21关咋过啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>270</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1385927074</td>\n",
       "      <td>13关咋过阿，求解。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>13关咋过阿求解</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>272</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1387795023</td>\n",
       "      <td>第九关咋过啊！！！</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第九关咋过啊</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>275</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389503854</td>\n",
       "      <td>求......第8关咋过</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>求第8关咋过</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>291</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1355994295</td>\n",
       "      <td>25之后怎么不能完了？</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>25之后怎么不能完了</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>294</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1358608142</td>\n",
       "      <td>第一关怎么过的</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第一关怎么过的</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>296</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1361985381</td>\n",
       "      <td>第五关怎么过啊?哪位高手指点一下啊</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第五关怎么过啊哪位高手指点一下啊</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>324</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397967534</td>\n",
       "      <td>我想问一下，谁知道第一关电钻和钻头怎么组合在一起</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>我想问一下谁知道第一关电钻和钻头怎么组合在一起</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>332</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402889833</td>\n",
       "      <td>32怎么不让玩呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>32怎么不让玩呢</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>334</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403925333</td>\n",
       "      <td>艹，，，，第一关怎么</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>艹第一关怎么</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>339</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>游客</td>\n",
       "      <td>1410260493</td>\n",
       "      <td>怎么三十二关不能玩呢</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么三十二关不能玩呢</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>385</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100道门：地狱逃生 100 Inferno Escape</td>\n",
       "      <td>游客</td>\n",
       "      <td>1464440758</td>\n",
       "      <td>28关怎么过？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>28关怎么过</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>407</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>游客</td>\n",
       "      <td>1359991732</td>\n",
       "      <td>什么啊。我玩100doors2013怎么转这里来了？</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么啊我玩100doors2013怎么转这里来了</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>1194</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048最强大脑</td>\n",
       "      <td>游客</td>\n",
       "      <td>1430567547</td>\n",
       "      <td>怎么声音关不了啊？烦人</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么声音关不了啊烦人</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>1232</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048朴灿烈版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1431277324</td>\n",
       "      <td>没有游戏规则，怎么玩？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没有游戏规则怎么玩</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>1906</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D停车博士</td>\n",
       "      <td>游客</td>\n",
       "      <td>1371543231</td>\n",
       "      <td>后面的怎么解锁啊？？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>后面的怎么解锁啊</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>2165</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D别碰白块</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402990001</td>\n",
       "      <td>踩到白块按什么都没用了，能不能先把游戏运行逻辑设计好。。。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>踩到白块按什么都没用了能不能先把游戏运行逻辑设计好</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>2869</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D打猎：非洲民兵 3D Hunting: African Militia</td>\n",
       "      <td>游客</td>\n",
       "      <td>1360843094</td>\n",
       "      <td>子弹怎么买不了呢？</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>子弹怎么买不了呢</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>3656</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D模拟停车大师</td>\n",
       "      <td>游客</td>\n",
       "      <td>1385602778</td>\n",
       "      <td>四关怎么过啊</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>四关怎么过啊</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>3664</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D模拟停车大师</td>\n",
       "      <td>游客</td>\n",
       "      <td>1394013580</td>\n",
       "      <td>四关怎么过啊</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>四关怎么过啊</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>3657</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D模拟停车大师</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389965968</td>\n",
       "      <td>第四关挂车怎么接上？</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>第四关挂车怎么接上</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>17049</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1393319129</td>\n",
       "      <td>我想起说。。。我没有谷歌号。。怎么办？？？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我想起说我没有谷歌号怎么办</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>17059</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>Thor The Dark World</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396521206</td>\n",
       "      <td>怎么尽到第二个场景叫我更新更新玩完了就玩不了了</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么尽到第二个场景叫我更新更新玩完了就玩不了了</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>17759</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>wifi掌门狗(保护神)</td>\n",
       "      <td>游客</td>\n",
       "      <td>1371712484</td>\n",
       "      <td>怎么刚用了二天就自行关闭了呢？是有预谋的吧？要吃要喝就吠上一声啊！真无聊。</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么刚用了二天就自行关闭了呢是有预谋的吧要吃要喝就吠上一声啊真无聊</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>17810</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403969426</td>\n",
       "      <td>壁纸怎么没法设</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>壁纸怎么没法设</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3201</th>\n",
       "      <td>17814</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405813343</td>\n",
       "      <td>主图怎么换呀</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>主图怎么换呀</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3202</th>\n",
       "      <td>17816</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406729052</td>\n",
       "      <td>我就是希望emoji的表情可以使用像其他输入法显示的那样  这个不怎么好分辨</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我就是希望emoji的表情可以使用像其他输入法显示的那样 这个不怎么好分辨</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3206</th>\n",
       "      <td>17820</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>WI输入法</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409113508</td>\n",
       "      <td>三星吧，防ios的。一般，词库不怎么多</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>三星吧防ios的一般词库不怎么多</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3215</th>\n",
       "      <td>17985</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>yy水浒</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401781464</td>\n",
       "      <td>今天早上还在玩怎么下午就进不去了</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>今天早上还在玩怎么下午就进不去了</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3307</th>\n",
       "      <td>19402</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>七把枪</td>\n",
       "      <td>游客</td>\n",
       "      <td>1357654258</td>\n",
       "      <td>怎么每次加载中都死机啊</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么每次加载中都死机啊</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>19434</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>七星传说2</td>\n",
       "      <td>游客</td>\n",
       "      <td>1357133401</td>\n",
       "      <td>我的手机玩不了怎么办？</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我的手机玩不了怎么办</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3341</th>\n",
       "      <td>19890</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>万圣节冒险</td>\n",
       "      <td>游客</td>\n",
       "      <td>1416617144</td>\n",
       "      <td>这个游戏怎么玩</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>这个游戏怎么玩</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3429</th>\n",
       "      <td>20606</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1430548712</td>\n",
       "      <td>它妈的进去它显示YY玩这三个字，谁能告诉我这是为什么？？？？？？？？？？？？？？？？？？？？...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>它妈的进去它显示YY玩这三个字谁能告诉我这是为什么</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3464</th>\n",
       "      <td>21452</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国守卫战</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409276621</td>\n",
       "      <td>今天怎么上不去啊！</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>今天怎么上不去啊</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3558</th>\n",
       "      <td>22269</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国志霸王的大陆mobile</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400673022</td>\n",
       "      <td>怎么玩啊，触屏手机没法玩吗</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么玩啊触屏手机没法玩吗</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3585</th>\n",
       "      <td>35240</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>五虎将（三国志）</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408867295</td>\n",
       "      <td>密码忘了怎么办</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>密码忘了怎么办</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3643</th>\n",
       "      <td>23792</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国牌</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407465836</td>\n",
       "      <td>妈蛋  为什么玩着玩着就连接不上   我是WIFI啊  怎么没有零星啊</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>妈蛋 为什么玩着玩着就连接不上 我是WIFI啊 怎么没有零星啊</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3710</th>\n",
       "      <td>23844</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国牌</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408453586</td>\n",
       "      <td>吃饭睡觉前上厕所挤公交的时候我都要来一发，请问这算是上瘾么</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>吃饭睡觉前上厕所挤公交的时候我都要来一发请问这算是上瘾么</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3774</th>\n",
       "      <td>23905</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国牌</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409681958</td>\n",
       "      <td>今天怎么进不去，小女子晕，更新了什么啊？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>今天怎么进不去小女子晕更新了什么啊</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3778</th>\n",
       "      <td>23910</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国牌</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409744074</td>\n",
       "      <td>今天怎么更新不了？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>今天怎么更新不了</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3818</th>\n",
       "      <td>24057</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国萌主</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409294727</td>\n",
       "      <td>D账号怎么注册</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D账号怎么注册</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3881</th>\n",
       "      <td>24189</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三国霸域</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407369482</td>\n",
       "      <td>怎么突然玩不了了</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么突然玩不了了</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3936</th>\n",
       "      <td>24658</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三目童子</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407050017</td>\n",
       "      <td>第二关怎么跳不过去</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>第二关怎么跳不过去</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3946</th>\n",
       "      <td>24710</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>三维狩猎之阿拉斯加</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397538782</td>\n",
       "      <td>只有山羊和乌鸦，怎么没有看到其它动物啊？还有枪打在山羊的腿上，羊怎么就死了呢？有待改进</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>只有山羊和乌鸦怎么没有看到其它动物啊还有枪打在山羊的腿上羊怎么就死了呢有待改进</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3952</th>\n",
       "      <td>25131</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>上古英雄</td>\n",
       "      <td>游客</td>\n",
       "      <td>1444406844</td>\n",
       "      <td>怎么进入游戏啊？</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么进入游戏啊</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3957</th>\n",
       "      <td>25138</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>上古部落</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403702083</td>\n",
       "      <td>怎么保存界面简洁。功能实用。</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么保存界面简洁功能实用</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4042</th>\n",
       "      <td>26563</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>世界飞行模拟</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398508689</td>\n",
       "      <td>怎么会进不去</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么会进不去</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4182</th>\n",
       "      <td>27344</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>中世纪帝国</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390605391</td>\n",
       "      <td>不怎么会玩啊！谁教教我？</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不怎么会玩啊谁教教我</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4191</th>\n",
       "      <td>27424</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>中国围棋</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408342538</td>\n",
       "      <td>我去，不是说是中国围棋嘛，怎么写的是英文</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我去不是说是中国围棋嘛怎么写的是英文</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4260</th>\n",
       "      <td>30063</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>中国跳棋2</td>\n",
       "      <td>游客</td>\n",
       "      <td>1355745500</td>\n",
       "      <td>不怎么好不是隔一跳一的</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不怎么好不是隔一跳一的</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4306</th>\n",
       "      <td>30381</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>主公伤不起</td>\n",
       "      <td>游客</td>\n",
       "      <td>1424847274</td>\n",
       "      <td>怎么登不上了？？？？？？？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>怎么登不上了</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id     source                              game_name user_name  \\\n",
       "3         4  qq_mobile                            &nbsp;杀神免费版        游客   \n",
       "82       27  qq_mobile                         100 Doors 2013        游客   \n",
       "84       31  qq_mobile                         100 Doors 2013        游客   \n",
       "187      37  qq_mobile                         100 Doors 2013        游客   \n",
       "188      38  qq_mobile                         100 Doors 2013        游客   \n",
       "253      94  qq_mobile                            100 Gates找茬        游客   \n",
       "254      97  qq_mobile                            100 Gates找茬        游客   \n",
       "258     193  qq_mobile                               100地牢门逃离        游客   \n",
       "259     196  qq_mobile                                100复仇之门        游客   \n",
       "276     269  qq_mobile                             100扇门 平行世界        游客   \n",
       "277     270  qq_mobile                             100扇门 平行世界        游客   \n",
       "278     272  qq_mobile                             100扇门 平行世界        游客   \n",
       "281     275  qq_mobile                             100扇门 平行世界        游客   \n",
       "288     291  qq_mobile                                 100次逃脱        游客   \n",
       "289     294  qq_mobile                                 100次逃脱        游客   \n",
       "291     296  qq_mobile                                 100次逃脱        游客   \n",
       "392     324  qq_mobile                                 100次逃脱        游客   \n",
       "454     332  qq_mobile                                 100次逃脱        游客   \n",
       "456     334  qq_mobile                                 100次逃脱        游客   \n",
       "458     339  qq_mobile                                 100次逃脱        游客   \n",
       "584     385  qq_mobile          100道门：地狱逃生 100 Inferno Escape        游客   \n",
       "586     407  qq_mobile                            100项任务：偷天大厦        游客   \n",
       "862    1194  qq_mobile                               2048最强大脑        游客   \n",
       "869    1232  qq_mobile                               2048朴灿烈版        游客   \n",
       "991    1906  qq_mobile                                 3D停车博士        游客   \n",
       "1013   2165  qq_mobile                                 3D别碰白块        游客   \n",
       "1317   2869  qq_mobile  3D打猎：非洲民兵 3D Hunting: African Militia        游客   \n",
       "1437   3656  qq_mobile                               3D模拟停车大师        游客   \n",
       "1438   3664  qq_mobile                               3D模拟停车大师        游客   \n",
       "1439   3657  qq_mobile                               3D模拟停车大师        游客   \n",
       "...     ...        ...                                    ...       ...   \n",
       "3147  17049  qq_mobile                    Thor The Dark World        游客   \n",
       "3149  17059  qq_mobile                    Thor The Dark World        游客   \n",
       "3174  17759  qq_mobile                           wifi掌门狗(保护神)        游客   \n",
       "3198  17810  qq_mobile                                  WI输入法        游客   \n",
       "3201  17814  qq_mobile                                  WI输入法        游客   \n",
       "3202  17816  qq_mobile                                  WI输入法        游客   \n",
       "3206  17820  qq_mobile                                  WI输入法        游客   \n",
       "3215  17985  qq_mobile                                   yy水浒        游客   \n",
       "3307  19402  qq_mobile                                    七把枪        游客   \n",
       "3320  19434  qq_mobile                                  七星传说2        游客   \n",
       "3341  19890  qq_mobile                                  万圣节冒险        游客   \n",
       "3429  20606  qq_mobile                                   三国世界        游客   \n",
       "3464  21452  qq_mobile                                  三国守卫战        游客   \n",
       "3558  22269  qq_mobile                         三国志霸王的大陆mobile        游客   \n",
       "3585  35240  qq_mobile                               五虎将（三国志）        游客   \n",
       "3643  23792  qq_mobile                                    三国牌        游客   \n",
       "3710  23844  qq_mobile                                    三国牌        游客   \n",
       "3774  23905  qq_mobile                                    三国牌        游客   \n",
       "3778  23910  qq_mobile                                    三国牌        游客   \n",
       "3818  24057  qq_mobile                                   三国萌主        游客   \n",
       "3881  24189  qq_mobile                                   三国霸域        游客   \n",
       "3936  24658  qq_mobile                                   三目童子        游客   \n",
       "3946  24710  qq_mobile                              三维狩猎之阿拉斯加        游客   \n",
       "3952  25131  qq_mobile                                   上古英雄        游客   \n",
       "3957  25138  qq_mobile                                   上古部落        游客   \n",
       "4042  26563  qq_mobile                                 世界飞行模拟        游客   \n",
       "4182  27344  qq_mobile                                  中世纪帝国        游客   \n",
       "4191  27424  qq_mobile                                   中国围棋        游客   \n",
       "4260  30063  qq_mobile                                  中国跳棋2        游客   \n",
       "4306  30381  qq_mobile                                  主公伤不起        游客   \n",
       "\n",
       "     comment_time                                            content score  \\\n",
       "3      1403781770                                请问通过人物，能不能找到账号和所在区。     5   \n",
       "82     1402252327                                         第三关咋过功能实用。     2   \n",
       "84     1402540357                                             49关怎么过     5   \n",
       "187    1403367008                              擦，25关门开了怎么出来英文啦？还过不去！     1   \n",
       "188    1403394509                               靠，25关的information怎么破     3   \n",
       "253    1438752445                               24关，就是全是头骨的那关要怎么过，求解     5   \n",
       "254    1444322123                                    7关怎么过谁知道？亲们帮帮我。     2   \n",
       "258    1423622738                                    第23关咋过，亲们，帮个忙啥~     3   \n",
       "259    1367909563                                            17关怎么过啊     3   \n",
       "276    1384042634                                            21关咋过啊？     3   \n",
       "277    1385927074                                         13关咋过阿，求解。     5   \n",
       "278    1387795023                                          第九关咋过啊！！！     4   \n",
       "281    1389503854                                       求......第8关咋过     3   \n",
       "288    1355994295                                        25之后怎么不能完了？     4   \n",
       "289    1358608142                                            第一关怎么过的     5   \n",
       "291    1361985381                                  第五关怎么过啊?哪位高手指点一下啊     5   \n",
       "392    1397967534                           我想问一下，谁知道第一关电钻和钻头怎么组合在一起     3   \n",
       "454    1402889833                                          32怎么不让玩呢？     5   \n",
       "456    1403925333                                         艹，，，，第一关怎么     1   \n",
       "458    1410260493                                         怎么三十二关不能玩呢     3   \n",
       "584    1464440758                                            28关怎么过？     5   \n",
       "586    1359991732                         什么啊。我玩100doors2013怎么转这里来了？     1   \n",
       "862    1430567547                                        怎么声音关不了啊？烦人     4   \n",
       "869    1431277324                                        没有游戏规则，怎么玩？     5   \n",
       "991    1371543231                                         后面的怎么解锁啊？？     5   \n",
       "1013   1402990001                      踩到白块按什么都没用了，能不能先把游戏运行逻辑设计好。。。     1   \n",
       "1317   1360843094                                          子弹怎么买不了呢？     2   \n",
       "1437   1385602778                                             四关怎么过啊     5   \n",
       "1438   1394013580                                             四关怎么过啊     4   \n",
       "1439   1389965968                                         第四关挂车怎么接上？     4   \n",
       "...           ...                                                ...   ...   \n",
       "3147   1393319129                              我想起说。。。我没有谷歌号。。怎么办？？？     1   \n",
       "3149   1396521206                            怎么尽到第二个场景叫我更新更新玩完了就玩不了了     5   \n",
       "3174   1371712484              怎么刚用了二天就自行关闭了呢？是有预谋的吧？要吃要喝就吠上一声啊！真无聊。     2   \n",
       "3198   1403969426                                            壁纸怎么没法设     5   \n",
       "3201   1405813343                                             主图怎么换呀     5   \n",
       "3202   1406729052             我就是希望emoji的表情可以使用像其他输入法显示的那样  这个不怎么好分辨     5   \n",
       "3206   1409113508                                三星吧，防ios的。一般，词库不怎么多     3   \n",
       "3215   1401781464                                   今天早上还在玩怎么下午就进不去了     5   \n",
       "3307   1357654258                                        怎么每次加载中都死机啊     1   \n",
       "3320   1357133401                                        我的手机玩不了怎么办？     4   \n",
       "3341   1416617144                                            这个游戏怎么玩     4   \n",
       "3429   1430548712  它妈的进去它显示YY玩这三个字，谁能告诉我这是为什么？？？？？？？？？？？？？？？？？？？？...     1   \n",
       "3464   1409276621                                          今天怎么上不去啊！     3   \n",
       "3558   1400673022                                      怎么玩啊，触屏手机没法玩吗     4   \n",
       "3585   1408867295                                            密码忘了怎么办     5   \n",
       "3643   1407465836                妈蛋  为什么玩着玩着就连接不上   我是WIFI啊  怎么没有零星啊     1   \n",
       "3710   1408453586                      吃饭睡觉前上厕所挤公交的时候我都要来一发，请问这算是上瘾么     5   \n",
       "3774   1409681958                              今天怎么进不去，小女子晕，更新了什么啊？      5   \n",
       "3778   1409744074                                         今天怎么更新不了？      5   \n",
       "3818   1409294727                                            D账号怎么注册     5   \n",
       "3881   1407369482                                           怎么突然玩不了了     3   \n",
       "3936   1407050017                                          第二关怎么跳不过去     5   \n",
       "3946   1397538782        只有山羊和乌鸦，怎么没有看到其它动物啊？还有枪打在山羊的腿上，羊怎么就死了呢？有待改进     3   \n",
       "3952   1444406844                                           怎么进入游戏啊？     5   \n",
       "3957   1403702083                                     怎么保存界面简洁。功能实用。     3   \n",
       "4042   1398508689                                             怎么会进不去     5   \n",
       "4182   1390605391                                       不怎么会玩啊！谁教教我？     3   \n",
       "4191   1408342538                               我去，不是说是中国围棋嘛，怎么写的是英文     1   \n",
       "4260   1355745500                                        不怎么好不是隔一跳一的     5   \n",
       "4306   1424847274                                      怎么登不上了？？？？？？？     1   \n",
       "\n",
       "      type  emotion                            content_clear  content_len  \\\n",
       "3        2        1                        请问通过人物能不能找到账号和所在区           17   \n",
       "82       2        0                                第三关咋过功能实用            9   \n",
       "84       2        0                                   49关怎么过            6   \n",
       "187      3        2                       擦25关门开了怎么出来英文啦还过不去           18   \n",
       "188      2        0                      靠25关的information怎么破           19   \n",
       "253      2        0                       24关就是全是头骨的那关要怎么过求解           18   \n",
       "254      2        0                            7关怎么过谁知道亲们帮帮我           13   \n",
       "258      2        0                             第23关咋过亲们帮个忙啥           12   \n",
       "259      0        0                                  17关怎么过啊            7   \n",
       "276      1        0                                   21关咋过啊            6   \n",
       "277      2        0                                 13关咋过阿求解            8   \n",
       "278      2        0                                   第九关咋过啊            6   \n",
       "281      2        0                                   求第8关咋过            6   \n",
       "288      3        2                               25之后怎么不能完了           10   \n",
       "289      2        0                                  第一关怎么过的            7   \n",
       "291      2        0                         第五关怎么过啊哪位高手指点一下啊           16   \n",
       "392      2        0                  我想问一下谁知道第一关电钻和钻头怎么组合在一起           23   \n",
       "454      2        0                                 32怎么不让玩呢            8   \n",
       "456      3        2                                   艹第一关怎么            6   \n",
       "458      2        0                               怎么三十二关不能玩呢           10   \n",
       "584      2        0                                   28关怎么过            6   \n",
       "586      3        2                 什么啊我玩100doors2013怎么转这里来了           24   \n",
       "862      0        0                               怎么声音关不了啊烦人           10   \n",
       "869      0        0                                没有游戏规则怎么玩            9   \n",
       "991      0        0                                 后面的怎么解锁啊            8   \n",
       "1013     0        0                踩到白块按什么都没用了能不能先把游戏运行逻辑设计好           25   \n",
       "1317     0        0                                 子弹怎么买不了呢            8   \n",
       "1437     0        0                                   四关怎么过啊            6   \n",
       "1438     0        0                                   四关怎么过啊            6   \n",
       "1439     0        0                                第四关挂车怎么接上            9   \n",
       "...    ...      ...                                      ...          ...   \n",
       "3147     0        0                            我想起说我没有谷歌号怎么办           13   \n",
       "3149     0        0                  怎么尽到第二个场景叫我更新更新玩完了就玩不了了           23   \n",
       "3174     0        0        怎么刚用了二天就自行关闭了呢是有预谋的吧要吃要喝就吠上一声啊真无聊           33   \n",
       "3198     0        0                                  壁纸怎么没法设            7   \n",
       "3201     0        0                                   主图怎么换呀            6   \n",
       "3202     0        0    我就是希望emoji的表情可以使用像其他输入法显示的那样 这个不怎么好分辨           37   \n",
       "3206     0        0                         三星吧防ios的一般词库不怎么多           16   \n",
       "3215     0        0                         今天早上还在玩怎么下午就进不去了           16   \n",
       "3307     0        0                              怎么每次加载中都死机啊           11   \n",
       "3320     0        0                               我的手机玩不了怎么办           10   \n",
       "3341     0        0                                  这个游戏怎么玩            7   \n",
       "3429     0        0                它妈的进去它显示YY玩这三个字谁能告诉我这是为什么           25   \n",
       "3464     0        0                                 今天怎么上不去啊            8   \n",
       "3558     0        0                             怎么玩啊触屏手机没法玩吗           12   \n",
       "3585     0        0                                  密码忘了怎么办            7   \n",
       "3643     0        0          妈蛋 为什么玩着玩着就连接不上 我是WIFI啊 怎么没有零星啊           31   \n",
       "3710     0        0             吃饭睡觉前上厕所挤公交的时候我都要来一发请问这算是上瘾么           28   \n",
       "3774     0        0                        今天怎么进不去小女子晕更新了什么啊           17   \n",
       "3778     0        0                                 今天怎么更新不了            8   \n",
       "3818     0        0                                  D账号怎么注册            7   \n",
       "3881     0        0                                 怎么突然玩不了了            8   \n",
       "3936     0        0                                第二关怎么跳不过去            9   \n",
       "3946     0        0  只有山羊和乌鸦怎么没有看到其它动物啊还有枪打在山羊的腿上羊怎么就死了呢有待改进           39   \n",
       "3952     0        0                                  怎么进入游戏啊            7   \n",
       "3957     0        0                             怎么保存界面简洁功能实用           12   \n",
       "4042     0        0                                   怎么会进不去            6   \n",
       "4182     0        0                               不怎么会玩啊谁教教我           10   \n",
       "4191     0        0                       我去不是说是中国围棋嘛怎么写的是英文           18   \n",
       "4260     0        0                              不怎么好不是隔一跳一的           11   \n",
       "4306     0        0                                   怎么登不上了            6   \n",
       "\n",
       "      c_count  u_count  \n",
       "3           1    21748  \n",
       "82          1    21748  \n",
       "84          1    21748  \n",
       "187         1    21748  \n",
       "188         1    21748  \n",
       "253         1    21748  \n",
       "254         1    21748  \n",
       "258         1    21748  \n",
       "259         1    21748  \n",
       "276         1    21748  \n",
       "277         1    21748  \n",
       "278         1    21748  \n",
       "281         1    21748  \n",
       "288         1    21748  \n",
       "289         1    21748  \n",
       "291         1    21748  \n",
       "392         1    21748  \n",
       "454         1    21748  \n",
       "456         1    21748  \n",
       "458         1    21748  \n",
       "584         2    21748  \n",
       "586         1    21748  \n",
       "862         1    21748  \n",
       "869         1    21748  \n",
       "991         1    21748  \n",
       "1013        1    21748  \n",
       "1317        1    21748  \n",
       "1437        2    21748  \n",
       "1438        2    21748  \n",
       "1439        1    21748  \n",
       "...       ...      ...  \n",
       "3147        1    21748  \n",
       "3149        1    21748  \n",
       "3174        1    21748  \n",
       "3198        1    21748  \n",
       "3201        1    21748  \n",
       "3202        1    21748  \n",
       "3206        1    21748  \n",
       "3215        1    21748  \n",
       "3307        1    21748  \n",
       "3320        1    21748  \n",
       "3341        1    21748  \n",
       "3429        1    21748  \n",
       "3464        1    21748  \n",
       "3558        1    21748  \n",
       "3585        2    21748  \n",
       "3643        1    21748  \n",
       "3710        1    21748  \n",
       "3774        1    21748  \n",
       "3778        1    21748  \n",
       "3818        1    21748  \n",
       "3881        1    21748  \n",
       "3936        1    21748  \n",
       "3946        1    21748  \n",
       "3952        1    21748  \n",
       "3957        1    21748  \n",
       "4042        1    21748  \n",
       "4182        1    21748  \n",
       "4191        1    21748  \n",
       "4260        1    21748  \n",
       "4306        1    21748  \n",
       "\n",
       "[100 rows x 13 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 过滤df2 有情感的评论  \n",
    "# d4 被看成是无用评论\n",
    "df4 = df2[~content_match(df2, 'content_clear')]\n",
    "df4.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7753, 13)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([     3,     82,     84,    187,    188,    253,    254,    258,\n",
       "               259,    276,\n",
       "            ...\n",
       "            227926, 227937, 227947, 227961, 227971, 227978, 227982, 228000,\n",
       "            228009, 228018],\n",
       "           dtype='int64', length=7753)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4.index "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([     0,      1,      2,      3,      4,      5,     10,     58,\n",
       "                59,     60,\n",
       "            ...\n",
       "            228107, 228108, 228109, 228110, 228111, 228112, 228113, 228114,\n",
       "            228115, 228116],\n",
       "           dtype='int64', length=161647)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "      <th>content_clear</th>\n",
       "      <th>content_len</th>\n",
       "      <th>c_count</th>\n",
       "      <th>u_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1381762690</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞！功能实用。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>修复手机卡进行道具付费的漏洞功能实用速度很快</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1382515674</td>\n",
       "      <td>不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390121576</td>\n",
       "      <td>新区，推荐。我叫一杯凉茶。一起玩</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>新区推荐我叫一杯凉茶一起玩</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404561529</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1370442593</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>为什么42关的密码知道是多少就是不开门呢</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390133919</td>\n",
       "      <td>界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>15</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390747474</td>\n",
       "      <td>第四关怎么过太多广告。经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>第四关怎么过太多广告经常卡死</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>16</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390985546</td>\n",
       "      <td>可不好了，两个我都用了，可我到第二关就没路走了呢。</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>可不好了两个我都用了可我到第二关就没路走了呢</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>18</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391265463</td>\n",
       "      <td>啥游戏啊臭臭臭臭臭臭臭臭臭</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>啥游戏啊臭臭臭臭臭臭臭臭臭</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>21</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397473596</td>\n",
       "      <td>第二关过不了，烂，经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>第二关过不了烂经常卡死</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>22</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1398155876</td>\n",
       "      <td>为毛35对了也没反应</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>为毛35对了也没反应</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>24</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400726870</td>\n",
       "      <td>为什么36关对了门打不开啊</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>为什么36关对了门打不开啊</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>30</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402479552</td>\n",
       "      <td>第十关怎么过啊？？速度很快。界面很丑。使用方便。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第十关怎么过啊速度很快界面很丑使用方便</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>33</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402960237</td>\n",
       "      <td>你们大多停留在25关那左右了，我自己到40关就不行了。说实话前机关最简单，静静的思考就行了</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>你们大多停留在25关那左右了我自己到40关就不行了说实话前机关最简单静静的思考就行了</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>36</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403347569</td>\n",
       "      <td>功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>功能实用功能实用使用方便使用方便速度很快速度很快</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>39</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403580581</td>\n",
       "      <td>什么玩意啊，垃圾，闪退。</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么玩意啊垃圾闪退</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>43</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403790373</td>\n",
       "      <td>二十五关开门了为什么进不去</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>二十五关开门了为什么进不去</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>44</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403803429</td>\n",
       "      <td>不错使用方便。速度很快。经常卡死。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>不错使用方便速度很快经常卡死</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>45</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403826000</td>\n",
       "      <td>什么吗就25关吗后面沒有了没意思</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>什么吗就25关吗后面没有了没意思</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>49</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404407389</td>\n",
       "      <td>我有点过不去，这个也没提示什么的</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>我有点过不去这个也没提示什么的</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>52</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405414897</td>\n",
       "      <td>特别好的游戏</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>特别好的游戏</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>53</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405997121</td>\n",
       "      <td>25关就过不去了  为什么，，</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>25关就过不去了 为什么</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>143</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100个圣诞礼物 100 Christmas Gifts</td>\n",
       "      <td>游客</td>\n",
       "      <td>1356784648</td>\n",
       "      <td>可以，哈哈哈。居然把一个大男孩给难倒了</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>可以哈哈哈居然把一个大男孩给难倒了</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>198</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100复仇之门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391421745</td>\n",
       "      <td>当我玩到第57关时就过不去了，玩是能玩，但它不让你往下闯。一般。?</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>当我玩到第57关时就过不去了玩是能玩但它不让你往下闯一般</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>210</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401377265</td>\n",
       "      <td>还可以    挺好的  为什么 没有 文字的提示     13关怎么过嘛</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>还可以 挺好的 为什么 没有 文字的提示 13关怎么过嘛</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>211</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408284573</td>\n",
       "      <td>15关是先点顶上的小太阳 弄到门上去 然后按照数字1.3.4......的顺序从左边点第一个...</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15关是先点顶上的小太阳 弄到门上去 然后按照数字134的顺序从左边点第一个第三个第四个星座...</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>213</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门</td>\n",
       "      <td>游客</td>\n",
       "      <td>1425283813</td>\n",
       "      <td>1、直接点击开门\\n2、找到右下角圆环,装到门上的狮子头像上,点击开门\\n3、长按草堆下的按...</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1直接点击开门 2找到右下角圆环装到门上的狮子头像上点击开门 3长按草堆下的按钮直到门自己开...</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>273</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1387961353</td>\n",
       "      <td>垃圾&amp;hellip;响应很慢。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>垃圾响应很慢</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>304067</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>越野传奇</td>\n",
       "      <td>游客</td>\n",
       "      <td>1395125846</td>\n",
       "      <td>垃圾响应很慢。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾响应很慢</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>280</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401611900</td>\n",
       "      <td>虽然卡到13关  不过这游戏确实很赞</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>虽然卡到13关 不过这游戏确实很赞</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>546</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2012生日祝福短信全集</td>\n",
       "      <td>游客</td>\n",
       "      <td>1353500871</td>\n",
       "      <td>没有其它节日祝福</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没有其它节日祝福</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>588</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406028126</td>\n",
       "      <td>比别的版本反应慢一点，有一点点卡，但是2048以后还可以继续玩，满好的</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>比别的版本反应慢一点有一点点卡但是2048以后还可以继续玩满好的</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>589</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406349442</td>\n",
       "      <td>我简单的以为玩到2048就结束的。。。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我简单的以为玩到2048就结束的</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>590</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1407227707</td>\n",
       "      <td>我和图片里的情况差不多，也是三万多，差点4096</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我和图片里的情况差不多也是三万多差点4096</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>591</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1409139634</td>\n",
       "      <td>我玩了两次就通了，智商140以上力荐！！</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>我玩了两次就通了智商140以上力荐</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>608</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1414065669</td>\n",
       "      <td>很难玩，垃圾要死，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>很难玩垃圾要死</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>609</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1414074251</td>\n",
       "      <td>试过几款就这个好用，画面简洁</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>试过几款就这个好用画面简洁</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>653</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1417406099</td>\n",
       "      <td>太多广告。烦死了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告烦死了</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>91368</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>史上最虐手的游戏</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400633223</td>\n",
       "      <td>太多广告。烦死了</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告烦死了</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>707</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1447843207</td>\n",
       "      <td>太好玩了！！！我最大方块是3万7千多，58万多分！建议出个排行榜</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太好玩了我最大方块是3万7千多58万多分建议出个排行榜</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>709</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1448609150</td>\n",
       "      <td>这款游戏，真的很好玩，打发时间的同时，锻炼大脑，不错</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>这款游戏真的很好玩打发时间的同时锻炼大脑不错</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>710</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1448612782</td>\n",
       "      <td>之前无意下载的，一直没空玩，这次出差坐车上总算有空玩了，电视我都不看了，这个游戏陪我度过了漫...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>之前无意下载的一直没空玩这次出差坐车上总算有空玩了电视我都不看了这个游戏陪我度过了漫长的旅途</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>711</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048</td>\n",
       "      <td>游客</td>\n",
       "      <td>1448697343</td>\n",
       "      <td>这个游戏太有趣了，本身就喜欢数字，看着成倍的数字合在一块的感觉真爽，玩着很上瘾呢</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>这个游戏太有趣了本身就喜欢数字看着成倍的数字合在一块的感觉真爽玩着很上瘾呢</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>921</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048HD</td>\n",
       "      <td>游客</td>\n",
       "      <td>1399595689</td>\n",
       "      <td>打不开来！骗子！！！！！！</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>打不开来骗子</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>923</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048世界杯</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403271737</td>\n",
       "      <td>好玩，比2048原版还好玩</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好玩比2048原版还好玩</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>924</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048世界杯</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403428653</td>\n",
       "      <td>不错，挺应景的～～～</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不错挺应景的</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>925</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048世界杯</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404113416</td>\n",
       "      <td>好难，目前只打到决赛。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好难目前只打到决赛</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>977</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048之军旗</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408779875</td>\n",
       "      <td>好玩的很啊速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好玩的很啊速度很快</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>1058</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048升级版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400141828</td>\n",
       "      <td>广告太多，闪    太多广告。</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>广告太多闪 太多广告</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>1088</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048张艺兴版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405615555</td>\n",
       "      <td>使用方便。棒哒哒~</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便棒哒哒</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>1100</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048挑战关卡</td>\n",
       "      <td>游客</td>\n",
       "      <td>1399557362</td>\n",
       "      <td>有另外的东西</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>有另外的东西</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>1103</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048挑战关卡</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403440305</td>\n",
       "      <td>根本就没有了原版的意义</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>根本就没有了原版的意义</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>1166</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400397801</td>\n",
       "      <td>无限版，有广告，但不卡，还行</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无限版有广告但不卡还行</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>1167</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400509860</td>\n",
       "      <td>画面挺喜欢的</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>画面挺喜欢的</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>1168</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401519955</td>\n",
       "      <td>使用方便。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>1169</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402835197</td>\n",
       "      <td>使用方便。功能实用。赞赞赞</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便功能实用赞赞赞</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>1171</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403894011</td>\n",
       "      <td>使用方便。功能实用。速度很快。响应很慢。闪退。太多广告。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便功能实用速度很快响应很慢闪退太多广告</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>1174</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406052270</td>\n",
       "      <td>蛮不错的游戏，要耐心！</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>蛮不错的游戏要耐心</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>1196</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048最强大脑</td>\n",
       "      <td>游客</td>\n",
       "      <td>1436706060</td>\n",
       "      <td>为什么我玩到20000多点就不让玩了，太没意思了吧，这是终点吗</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>为什么我玩到20000多点就不让玩了太没意思了吧这是终点吗</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>1199</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2048朝代版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405563011</td>\n",
       "      <td>经常卡死。界面很丑。太多广告。闪退。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>经常卡死界面很丑太多广告闪退</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id     source                     game_name user_name comment_time  \\\n",
       "0         1  qq_mobile                   &nbsp;杀神免费版        游客   1381762690   \n",
       "1         2  qq_mobile                   &nbsp;杀神免费版        游客   1382515674   \n",
       "2         3  qq_mobile                   &nbsp;杀神免费版        游客   1390121576   \n",
       "4         5  qq_mobile                   &nbsp;杀神免费版        游客   1404561529   \n",
       "5        10  qq_mobile                100 Doors 2013        游客   1370442593   \n",
       "10       13  qq_mobile                100 Doors 2013        游客   1390133919   \n",
       "58       15  qq_mobile                100 Doors 2013        游客   1390747474   \n",
       "59       16  qq_mobile                100 Doors 2013        游客   1390985546   \n",
       "60       18  qq_mobile                100 Doors 2013        游客   1391265463   \n",
       "74       21  qq_mobile                100 Doors 2013        游客   1397473596   \n",
       "75       22  qq_mobile                100 Doors 2013        游客   1398155876   \n",
       "80       24  qq_mobile                100 Doors 2013        游客   1400726870   \n",
       "83       30  qq_mobile                100 Doors 2013        游客   1402479552   \n",
       "88       33  qq_mobile                100 Doors 2013        游客   1402960237   \n",
       "186      36  qq_mobile                100 Doors 2013        游客   1403347569   \n",
       "189      39  qq_mobile                100 Doors 2013        游客   1403580581   \n",
       "190      43  qq_mobile                100 Doors 2013        游客   1403790373   \n",
       "191      44  qq_mobile                100 Doors 2013        游客   1403803429   \n",
       "192      45  qq_mobile                100 Doors 2013        游客   1403826000   \n",
       "227      49  qq_mobile                100 Doors 2013        游客   1404407389   \n",
       "249      52  qq_mobile                100 Doors 2013        游客   1405414897   \n",
       "250      53  qq_mobile                100 Doors 2013        游客   1405997121   \n",
       "256     143  qq_mobile  100个圣诞礼物 100 Christmas Gifts        游客   1356784648   \n",
       "260     198  qq_mobile                       100复仇之门        游客   1391421745   \n",
       "262     210  qq_mobile                         100扇门        游客   1401377265   \n",
       "263     211  qq_mobile                         100扇门        游客   1408284573   \n",
       "264     213  qq_mobile                         100扇门        游客   1425283813   \n",
       "279     273  qq_mobile                    100扇门 平行世界        游客   1387961353   \n",
       "280  304067  qq_mobile                          越野传奇        游客   1395125846   \n",
       "282     280  qq_mobile                    100扇门 平行世界        游客   1401611900   \n",
       "..      ...        ...                           ...       ...          ...   \n",
       "603     546  qq_mobile                  2012生日祝福短信全集        游客   1353500871   \n",
       "604     588  qq_mobile                          2048        游客   1406028126   \n",
       "605     589  qq_mobile                          2048        游客   1406349442   \n",
       "606     590  qq_mobile                          2048        游客   1407227707   \n",
       "607     591  qq_mobile                          2048        游客   1409139634   \n",
       "608     608  qq_mobile                          2048        游客   1414065669   \n",
       "609     609  qq_mobile                          2048        游客   1414074251   \n",
       "610     653  qq_mobile                          2048        游客   1417406099   \n",
       "611   91368  qq_mobile                      史上最虐手的游戏        游客   1400633223   \n",
       "615     707  qq_mobile                          2048        游客   1447843207   \n",
       "616     709  qq_mobile                          2048        游客   1448609150   \n",
       "617     710  qq_mobile                          2048        游客   1448612782   \n",
       "618     711  qq_mobile                          2048        游客   1448697343   \n",
       "800     921  qq_mobile                        2048HD        游客   1399595689   \n",
       "801     923  qq_mobile                       2048世界杯        游客   1403271737   \n",
       "802     924  qq_mobile                       2048世界杯        游客   1403428653   \n",
       "803     925  qq_mobile                       2048世界杯        游客   1404113416   \n",
       "804     977  qq_mobile                       2048之军旗        游客   1408779875   \n",
       "810    1058  qq_mobile                       2048升级版        游客   1400141828   \n",
       "811    1088  qq_mobile                      2048张艺兴版        游客   1405615555   \n",
       "841    1100  qq_mobile                      2048挑战关卡        游客   1399557362   \n",
       "842    1103  qq_mobile                      2048挑战关卡        游客   1403440305   \n",
       "844    1166  qq_mobile                      2048无限合成        游客   1400397801   \n",
       "845    1167  qq_mobile                      2048无限合成        游客   1400509860   \n",
       "846    1168  qq_mobile                      2048无限合成        游客   1401519955   \n",
       "847    1169  qq_mobile                      2048无限合成        游客   1402835197   \n",
       "851    1171  qq_mobile                      2048无限合成        游客   1403894011   \n",
       "852    1174  qq_mobile                      2048无限合成        游客   1406052270   \n",
       "863    1196  qq_mobile                      2048最强大脑        游客   1436706060   \n",
       "864    1199  qq_mobile                       2048朝代版        游客   1405563011   \n",
       "\n",
       "                                               content score  type  emotion  \\\n",
       "0                            修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3   \n",
       "1    不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3   \n",
       "2                                     新区，推荐。我叫一杯凉茶。一起玩     5     2        1   \n",
       "4    经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3        2   \n",
       "5                                为什么42关的密码知道是多少就是不开门呢？     5     2        0   \n",
       "10                   界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。     5     2        0   \n",
       "58                                    第四关怎么过太多广告。经常卡死。     1     3        2   \n",
       "59                           可不好了，两个我都用了，可我到第二关就没路走了呢。     3     3        3   \n",
       "60                                       啥游戏啊臭臭臭臭臭臭臭臭臭     1     3        2   \n",
       "74                                      第二关过不了，烂，经常卡死。     1     3        2   \n",
       "75                                          为毛35对了也没反应     4     3        2   \n",
       "80                                       为什么36关对了门打不开啊     3     3        2   \n",
       "83                            第十关怎么过啊？？速度很快。界面很丑。使用方便。     4     2        0   \n",
       "88       你们大多停留在25关那左右了，我自己到40关就不行了。说实话前机关最简单，静静的思考就行了     5     3        3   \n",
       "186                     功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。     5     3        3   \n",
       "189                                       什么玩意啊，垃圾，闪退。     2     3        2   \n",
       "190                                      二十五关开门了为什么进不去     3     2        0   \n",
       "191                                  不错使用方便。速度很快。经常卡死。     5     2        0   \n",
       "192                                   什么吗就25关吗后面沒有了没意思     2     3        2   \n",
       "227                                   我有点过不去，这个也没提示什么的     1     3        2   \n",
       "249                                             特别好的游戏     5     2        0   \n",
       "250                                    25关就过不去了  为什么，，     2     2        0   \n",
       "256                                可以，哈哈哈。居然把一个大男孩给难倒了     4     2        0   \n",
       "260                  当我玩到第57关时就过不去了，玩是能玩，但它不让你往下闯。一般。?     3     3        1   \n",
       "262               还可以    挺好的  为什么 没有 文字的提示     13关怎么过嘛     5     3        3   \n",
       "263  15关是先点顶上的小太阳 弄到门上去 然后按照数字1.3.4......的顺序从左边点第一个...     5     2        0   \n",
       "264  1、直接点击开门\\n2、找到右下角圆环,装到门上的狮子头像上,点击开门\\n3、长按草堆下的按...     5     2        0   \n",
       "279                                    垃圾&hellip;响应很慢。     1     3        2   \n",
       "280                                            垃圾响应很慢。     1     0        0   \n",
       "282                               虽然卡到13关  不过这游戏确实很赞       5     3        3   \n",
       "..                                                 ...   ...   ...      ...   \n",
       "603                                           没有其它节日祝福     1     0        0   \n",
       "604                比别的版本反应慢一点，有一点点卡，但是2048以后还可以继续玩，满好的     5     0        0   \n",
       "605                                我简单的以为玩到2048就结束的。。。     5     0        0   \n",
       "606                           我和图片里的情况差不多，也是三万多，差点4096     4     0        0   \n",
       "607                               我玩了两次就通了，智商140以上力荐！！     5     0        0   \n",
       "608                                          很难玩，垃圾要死，     1     0        0   \n",
       "609                                     试过几款就这个好用，画面简洁     5     0        0   \n",
       "610                                           太多广告。烦死了     1     0        0   \n",
       "611                                           太多广告。烦死了     4     0        0   \n",
       "615                   太好玩了！！！我最大方块是3万7千多，58万多分！建议出个排行榜     5     0        0   \n",
       "616                         这款游戏，真的很好玩，打发时间的同时，锻炼大脑，不错     5     0        0   \n",
       "617  之前无意下载的，一直没空玩，这次出差坐车上总算有空玩了，电视我都不看了，这个游戏陪我度过了漫...     5     0        0   \n",
       "618           这个游戏太有趣了，本身就喜欢数字，看着成倍的数字合在一块的感觉真爽，玩着很上瘾呢     5     0        0   \n",
       "800                                      打不开来！骗子！！！！！！     1     0        0   \n",
       "801                                      好玩，比2048原版还好玩     5     0        0   \n",
       "802                                         不错，挺应景的～～～     5     0        0   \n",
       "803                                        好难，目前只打到决赛。     5     0        0   \n",
       "804                                         好玩的很啊速度很快。     5     0        0   \n",
       "810                                    广告太多，闪    太多广告。     2     0        0   \n",
       "811                                          使用方便。棒哒哒~     5     0        0   \n",
       "841                                             有另外的东西     3     0        0   \n",
       "842                                        根本就没有了原版的意义     1     0        0   \n",
       "844                                     无限版，有广告，但不卡，还行     5     0        0   \n",
       "845                                             画面挺喜欢的     5     0        0   \n",
       "846  使用方便。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...     3     0        0   \n",
       "847                                      使用方便。功能实用。赞赞赞     5     0        0   \n",
       "851                       使用方便。功能实用。速度很快。响应很慢。闪退。太多广告。     5     0        0   \n",
       "852                                        蛮不错的游戏，要耐心！     4     0        0   \n",
       "863                    为什么我玩到20000多点就不让玩了，太没意思了吧，这是终点吗     2     0        0   \n",
       "864                                 经常卡死。界面很丑。太多广告。闪退。     1     0        0   \n",
       "\n",
       "                                         content_clear  content_len  c_count  \\\n",
       "0                               修复手机卡进行道具付费的漏洞功能实用速度很快           22        1   \n",
       "1    不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...           58        1   \n",
       "2                                        新区推荐我叫一杯凉茶一起玩           13        1   \n",
       "4     经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退           48        1   \n",
       "5                                 为什么42关的密码知道是多少就是不开门呢           20        1   \n",
       "10                          界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退           26        1   \n",
       "58                                      第四关怎么过太多广告经常卡死           14        1   \n",
       "59                              可不好了两个我都用了可我到第二关就没路走了呢           22        1   \n",
       "60                                       啥游戏啊臭臭臭臭臭臭臭臭臭           13        1   \n",
       "74                                         第二关过不了烂经常卡死           11        1   \n",
       "75                                          为毛35对了也没反应           10        1   \n",
       "80                                       为什么36关对了门打不开啊           13        1   \n",
       "83                                 第十关怎么过啊速度很快界面很丑使用方便           19        1   \n",
       "88          你们大多停留在25关那左右了我自己到40关就不行了说实话前机关最简单静静的思考就行了           42        1   \n",
       "186                           功能实用功能实用使用方便使用方便速度很快速度很快           24        1   \n",
       "189                                          什么玩意啊垃圾闪退            9        1   \n",
       "190                                      二十五关开门了为什么进不去           13        1   \n",
       "191                                     不错使用方便速度很快经常卡死           14        1   \n",
       "192                                   什么吗就25关吗后面没有了没意思           16        1   \n",
       "227                                    我有点过不去这个也没提示什么的           15        1   \n",
       "249                                             特别好的游戏            6        1   \n",
       "250                                       25关就过不去了 为什么           12        1   \n",
       "256                                  可以哈哈哈居然把一个大男孩给难倒了           17        1   \n",
       "260                       当我玩到第57关时就过不去了玩是能玩但它不让你往下闯一般           28        1   \n",
       "262                       还可以 挺好的 为什么 没有 文字的提示 13关怎么过嘛           28        1   \n",
       "263  15关是先点顶上的小太阳 弄到门上去 然后按照数字134的顺序从左边点第一个第三个第四个星座...           58        1   \n",
       "264  1直接点击开门 2找到右下角圆环装到门上的狮子头像上点击开门 3长按草堆下的按钮直到门自己开...           89        1   \n",
       "279                                             垃圾响应很慢            6        2   \n",
       "280                                             垃圾响应很慢            6        2   \n",
       "282                                  虽然卡到13关 不过这游戏确实很赞           17        1   \n",
       "..                                                 ...          ...      ...   \n",
       "603                                           没有其它节日祝福            8        1   \n",
       "604                   比别的版本反应慢一点有一点点卡但是2048以后还可以继续玩满好的           32        1   \n",
       "605                                   我简单的以为玩到2048就结束的           16        1   \n",
       "606                             我和图片里的情况差不多也是三万多差点4096           22        1   \n",
       "607                                  我玩了两次就通了智商140以上力荐           17        1   \n",
       "608                                            很难玩垃圾要死            7        1   \n",
       "609                                      试过几款就这个好用画面简洁           13        1   \n",
       "610                                            太多广告烦死了            7        2   \n",
       "611                                            太多广告烦死了            7        2   \n",
       "615                        太好玩了我最大方块是3万7千多58万多分建议出个排行榜           27        1   \n",
       "616                             这款游戏真的很好玩打发时间的同时锻炼大脑不错           22        1   \n",
       "617     之前无意下载的一直没空玩这次出差坐车上总算有空玩了电视我都不看了这个游戏陪我度过了漫长的旅途           46        1   \n",
       "618              这个游戏太有趣了本身就喜欢数字看着成倍的数字合在一块的感觉真爽玩着很上瘾呢           37        1   \n",
       "800                                             打不开来骗子            6        1   \n",
       "801                                       好玩比2048原版还好玩           12        1   \n",
       "802                                             不错挺应景的            6        1   \n",
       "803                                          好难目前只打到决赛            9        1   \n",
       "804                                          好玩的很啊速度很快            9        1   \n",
       "810                                         广告太多闪 太多广告           10        1   \n",
       "811                                            使用方便棒哒哒            7        1   \n",
       "841                                             有另外的东西            6        1   \n",
       "842                                        根本就没有了原版的意义           11        1   \n",
       "844                                        无限版有广告但不卡还行           11        1   \n",
       "845                                             画面挺喜欢的            6        1   \n",
       "846  使用方便太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...           80        1   \n",
       "847                                        使用方便功能实用赞赞赞           11        1   \n",
       "851                             使用方便功能实用速度很快响应很慢闪退太多广告           22        1   \n",
       "852                                          蛮不错的游戏要耐心            9        1   \n",
       "863                      为什么我玩到20000多点就不让玩了太没意思了吧这是终点吗           29        1   \n",
       "864                                     经常卡死界面很丑太多广告闪退           14        1   \n",
       "\n",
       "     u_count  \n",
       "0      21748  \n",
       "1      21748  \n",
       "2      21748  \n",
       "4      21748  \n",
       "5      21748  \n",
       "10     21748  \n",
       "58     21748  \n",
       "59     21748  \n",
       "60     21748  \n",
       "74     21748  \n",
       "75     21748  \n",
       "80     21748  \n",
       "83     21748  \n",
       "88     21748  \n",
       "186    21748  \n",
       "189    21748  \n",
       "190    21748  \n",
       "191    21748  \n",
       "192    21748  \n",
       "227    21748  \n",
       "249    21748  \n",
       "250    21748  \n",
       "256    21748  \n",
       "260    21748  \n",
       "262    21748  \n",
       "263    21748  \n",
       "264    21748  \n",
       "279    21748  \n",
       "280    21748  \n",
       "282    21748  \n",
       "..       ...  \n",
       "603    21748  \n",
       "604    21748  \n",
       "605    21748  \n",
       "606    21748  \n",
       "607    21748  \n",
       "608    21748  \n",
       "609    21748  \n",
       "610    21748  \n",
       "611    21748  \n",
       "615    21748  \n",
       "616    21748  \n",
       "617    21748  \n",
       "618    21748  \n",
       "800    21748  \n",
       "801    21748  \n",
       "802    21748  \n",
       "803    21748  \n",
       "804    21748  \n",
       "810    21748  \n",
       "811    21748  \n",
       "841    21748  \n",
       "842    21748  \n",
       "844    21748  \n",
       "845    21748  \n",
       "846    21748  \n",
       "847    21748  \n",
       "851    21748  \n",
       "852    21748  \n",
       "863    21748  \n",
       "864    21748  \n",
       "\n",
       "[100 rows x 13 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df1: 处理好的全数据集\n",
    "# df4: 被看成无用评论数据集\n",
    "# df1 和 df4 取差集\n",
    "df5 = df1[~(df1['id'].isin(df4['id']))]\n",
    "df5.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(153894, 13)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 统计content 每个词出现平均次数\n",
    "def word_freq(x):\n",
    "    x = list(x)\n",
    "    len1 = len(x)\n",
    "    y = set(x)\n",
    "    len2 = len(y)\n",
    "    word_freq = len1/len2\n",
    "    return word_freq\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mingchao/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
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       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
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       "      <th>word_freq</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>153894.000000</td>\n",
       "      <td>153894.000000</td>\n",
       "      <td>153894.000000</td>\n",
       "      <td>153894.000000</td>\n",
       "      <td>153894.000000</td>\n",
       "      <td>153894.000000</td>\n",
       "      <td>153894.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>169392.465619</td>\n",
       "      <td>0.002216</td>\n",
       "      <td>0.001267</td>\n",
       "      <td>22.131383</td>\n",
       "      <td>1.056714</td>\n",
       "      <td>2071.315568</td>\n",
       "      <td>1.283950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
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       "      <td>0.076823</td>\n",
       "      <td>0.057384</td>\n",
       "      <td>18.175549</td>\n",
       "      <td>0.231297</td>\n",
       "      <td>6372.180966</td>\n",
       "      <td>1.866923</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <th>25%</th>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "    <tr>\n",
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       "      <td>27.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.210526</td>\n",
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       "      <th>max</th>\n",
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       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>920.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>21748.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "                  id           type        emotion    content_len  \\\n",
       "count  153894.000000  153894.000000  153894.000000  153894.000000   \n",
       "mean   169392.465619       0.002216       0.001267      22.131383   \n",
       "std     97132.161291       0.076823       0.057384      18.175549   \n",
       "min         1.000000       0.000000       0.000000       6.000000   \n",
       "25%     84841.250000       0.000000       0.000000      10.000000   \n",
       "50%    169372.500000       0.000000       0.000000      16.000000   \n",
       "75%    253421.750000       0.000000       0.000000      27.000000   \n",
       "max    337543.000000       3.000000       3.000000     920.000000   \n",
       "\n",
       "             c_count        u_count      word_freq  \n",
       "count  153894.000000  153894.000000  153894.000000  \n",
       "mean        1.056714    2071.315568       1.283950  \n",
       "std         0.231297    6372.180966       1.866923  \n",
       "min         1.000000       1.000000       1.000000  \n",
       "25%         1.000000       1.000000       1.000000  \n",
       "50%         1.000000       1.000000       1.095238  \n",
       "75%         1.000000       4.000000       1.210526  \n",
       "max         2.000000   21748.000000     100.000000  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df5['word_freq'] = df5['content_clear'].apply(word_freq)\n",
    "df5.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       "      <td>5</td>\n",
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       "      <td>吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id     source   game_name user_name comment_time  \\\n",
       "48029   328727  qq_mobile  飞行模拟驾驶2016        宝宝   1518793282   \n",
       "53335   284088  qq_mobile     萌小人打羽毛球    好人一生平安   1514728562   \n",
       "103324   38416  qq_mobile      亡灵杀手外传       小齐子   1512726459   \n",
       "107108   43722  qq_mobile     会说话的金杰猫     ANING   1437726648   \n",
       "128263  279431  qq_mobile   芭比新娘装扮小游戏         瑶   1510359792   \n",
       "139679   90873  qq_mobile   史上最坑爹的游戏4   こ冰封de愛戀   1527999004   \n",
       "159711  130114  qq_mobile      女孩虚拟换装   我的手而冰冷。   1516686760   \n",
       "159712  161120  qq_mobile        恋舞OL       柯小岸   1519258613   \n",
       "212121  282536  qq_mobile        荣耀崛起   ︶ㄣ/嗰亼ㄣ    1489309432   \n",
       "217856  303164  qq_mobile      超级装甲战龟        猎秦   1470122911   \n",
       "225333  329139  qq_mobile       餐厅萌物语  畫卿入骨愛霍洳畫   1517588050   \n",
       "\n",
       "                                                  content score  type  \\\n",
       "48029   死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死...     2     0   \n",
       "53335   差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差...     1     0   \n",
       "103324  渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣...     1     0   \n",
       "107108  棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒...     5     0   \n",
       "128263  差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差...     1     0   \n",
       "139679  啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦...     5     0   \n",
       "159711  赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞...     5     0   \n",
       "159712  赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞...     5     0   \n",
       "212121  次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次...     1     0   \n",
       "217856  啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊...     5     0   \n",
       "225333  吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...     5     0   \n",
       "\n",
       "        emotion                                      content_clear  \\\n",
       "48029         0  死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死死...   \n",
       "53335         0  差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差...   \n",
       "103324        0  渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣渣...   \n",
       "107108        0  棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒...   \n",
       "128263        0  差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差...   \n",
       "139679        0  啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦...   \n",
       "159711        0  赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞...   \n",
       "159712        0  赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞赞...   \n",
       "212121        0  次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次次...   \n",
       "217856        0  啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊...   \n",
       "225333        0  吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...   \n",
       "\n",
       "        content_len  c_count  u_count  word_freq  \n",
       "48029           100        1       18      100.0  \n",
       "53335           100        2       10      100.0  \n",
       "103324          100        1        1      100.0  \n",
       "107108          100        1        1      100.0  \n",
       "128263          100        2        3      100.0  \n",
       "139679          100        1        2      100.0  \n",
       "159711          100        2        1      100.0  \n",
       "159712          100        2        1      100.0  \n",
       "212121          100        1        1      100.0  \n",
       "217856          100        1        1      100.0  \n",
       "225333          100        1        1      100.0  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df5[ ] 里面返回的是一个 boolean 矩阵\n",
    "df5[df5['word_freq'] == 100.000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>21748</td>\n",
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       "      <td>qq_mobile</td>\n",
       "      <td>2048无限合成</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401519955</td>\n",
       "      <td>使用方便。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
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       "      <td>qq_mobile</td>\n",
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       "      <td>1402749444</td>\n",
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       "      <td>qq_mobile</td>\n",
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       "      <td>游客</td>\n",
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       "      <td>0</td>\n",
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       "      <td>6.500000</td>\n",
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       "      <td>1558</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>2XL沙滩越野赛</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391578997</td>\n",
       "      <td>好啊！！！！！！！！！！！！！闪退。闪退。闪退。闪退。闪退。闪退。闪退。响应很慢。响应很慢。...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好啊闪退闪退闪退闪退闪退闪退闪退响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢功能实用功能...</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>4.533333</td>\n",
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       "      <td>qq_mobile</td>\n",
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       "      <td>游客</td>\n",
       "      <td>1393994824</td>\n",
       "      <td>没发玩闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。经常卡死。经常卡死。经常卡死。经常卡死...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>没发玩闪退闪退闪退闪退闪退闪退闪退闪退经常卡死经常卡死经常卡死经常卡死太多广告太多广告太多广...</td>\n",
       "      <td>69</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>3.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>1806</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D 摩托 3</td>\n",
       "      <td>游客</td>\n",
       "      <td>1436417410</td>\n",
       "      <td>lajibamxigyegei闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lajibamxigyegei闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪...</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>5.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>1870</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D乒乓球联赛</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400376738</td>\n",
       "      <td>经常卡死。闪退。太多广告。经常卡死。闪退。经常卡死。太多广告。经常卡死。闪退。经常卡死。闪退...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>经常卡死闪退太多广告经常卡死闪退经常卡死太多广告经常卡死闪退经常卡死闪退经常卡死太多广告经常...</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>7.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1910</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D停车博士</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400382220</td>\n",
       "      <td>速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度...</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>1920</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D停车场II</td>\n",
       "      <td>游客</td>\n",
       "      <td>1444817443</td>\n",
       "      <td>使用方便。功能实用。速度很快。使用方便。功能实用。速度很快。使用方便。功能实用。速度很快。速...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便功能实用速度很快使用方便功能实用速度很快使用方便功能实用速度很快速度很快速度很快速度...</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>4.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>2263</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D土路卡车</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400079428</td>\n",
       "      <td>速度很快。功能实用。使用方便。界面很丑。响应很慢。太多广告。速度很快。速度很快。功能实用。界...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>速度很快功能实用使用方便界面很丑响应很慢太多广告速度很快速度很快功能实用界面很丑速度很快太多...</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>3.619048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>2320</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D坦克在线</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390887608</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常...</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>7.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>2322</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D坦克在线</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397188699</td>\n",
       "      <td>界面很丑。界面很丑。界面很丑。界面很丑。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>界面很丑界面很丑界面很丑界面很丑闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退经常卡死经常卡死...</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>7.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1272</th>\n",
       "      <td>2590</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D巴士驾驶</td>\n",
       "      <td>游客</td>\n",
       "      <td>1399205465</td>\n",
       "      <td>闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退...</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>9.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>2597</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D巴士驾驶</td>\n",
       "      <td>游客</td>\n",
       "      <td>1408638888</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>222133</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>深海鱼雷</td>\n",
       "      <td>游客</td>\n",
       "      <td>1435461827</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>2831</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D战斗机模拟器</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400152056</td>\n",
       "      <td>垃圾经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。闪退。闪退。闪退。闪退。闪退...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死闪退闪退闪退闪退闪退闪退</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>4.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>2836</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D战斗机模拟器</td>\n",
       "      <td>游客</td>\n",
       "      <td>1405909914</td>\n",
       "      <td>闪退。经常卡死。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。使用方便。界面简洁。速...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退经常卡死闪退闪退闪退闪退闪退闪退闪退闪退闪退使用方便界面简洁速度很快响应很慢经常卡死经常...</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>3.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>2987</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D掌上冰球</td>\n",
       "      <td>游客</td>\n",
       "      <td>1394343078</td>\n",
       "      <td>功能实用。界面很丑。速度很快。太多广告。经常卡死。使用方便。功能实用。功能实用。功能实用。功...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>功能实用界面很丑速度很快太多广告经常卡死使用方便功能实用功能实用功能实用功能实用功能实用功能...</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>3.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1352</th>\n",
       "      <td>2992</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D摩托GT挑戰賽</td>\n",
       "      <td>游客</td>\n",
       "      <td>1406231787</td>\n",
       "      <td>使用方便。功能实用。使用方便。功能实用。使用方便。功能实用。使用方便。功能实用。使用方便。功...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便功能实用使用方便功能实用使用方便功能实用使用方便功能实用使用方便功能实用</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>5.714286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>3229</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D极品飞车狂飙人生</td>\n",
       "      <td>游客</td>\n",
       "      <td>1393754830</td>\n",
       "      <td>闪退。闪退。闪退。闪退。闪退。闪退。响应很慢。响应很慢。响应很慢。经常卡死。经常卡死。经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退闪退闪退闪退闪退闪退响应很慢响应很慢响应很慢经常卡死经常卡死经常卡死</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>3.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1382</th>\n",
       "      <td>3234</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D极品飞车狂飙人生</td>\n",
       "      <td>游客</td>\n",
       "      <td>1395573241</td>\n",
       "      <td>太多广告。响应很慢。闪退。速度很快。使用方便。响应很慢。响应很慢。闪退。速度很快。界面简洁。...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告响应很慢闪退速度很快使用方便响应很慢响应很慢闪退速度很快界面简洁响应很慢使用方便太多...</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>3.809524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>3236</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D极品飞车狂飙人生</td>\n",
       "      <td>游客</td>\n",
       "      <td>1396521202</td>\n",
       "      <td>太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告太多广告太多广告太多广告太多广告太多广告太多广告</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>3238</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D极品飞车狂飙人生</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397292913</td>\n",
       "      <td>太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>199004</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>极限摩托</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402424999</td>\n",
       "      <td>太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>21748</td>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>3239</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D极品飞车狂飙人生</td>\n",
       "      <td>游客</td>\n",
       "      <td>1397732410</td>\n",
       "      <td>闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。经常卡死。经常卡死。...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退经常卡死经常卡死经常卡死经常卡死经常卡死经常...</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>12.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>3245</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>3D极品飞车狂飙人生</td>\n",
       "      <td>游客</td>\n",
       "      <td>1399197684</td>\n",
       "      <td>2 界面很丑。经常卡死。使用方便。界面很丑。界面很丑。界面很丑。界面很丑。界面很丑。界面很丑...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2 界面很丑经常卡死使用方便界面很丑界面很丑界面很丑界面很丑界面很丑界面很丑界面很丑界面很丑...</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>21748</td>\n",
       "      <td>5.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225262</th>\n",
       "      <td>328907</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>飞龙模拟</td>\n",
       "      <td>初友，，。</td>\n",
       "      <td>1464302202</td>\n",
       "      <td>垃圾中的垃圾中的大垃圾\\t\\t\\t\\t\\t</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾中的垃圾中的大垃圾</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225275</th>\n",
       "      <td>328939</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>飞龙模拟</td>\n",
       "      <td>SKY☞迷離</td>\n",
       "      <td>1515758130</td>\n",
       "      <td>6666666666666666666666666666666666\\t\\t</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6666666666666666666666666666666666</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225309</th>\n",
       "      <td>329092</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>食潮</td>\n",
       "      <td>糖丫头</td>\n",
       "      <td>1466591845</td>\n",
       "      <td>烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂爆了，我要投诉投诉投诉</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂爆了我要投诉投诉投诉</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225321</th>\n",
       "      <td>329122</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>餐厅物语狂欢节</td>\n",
       "      <td>玮玮0722</td>\n",
       "      <td>1440334240</td>\n",
       "      <td>太太太太太太太太无聊了。</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太太太太太太太太无聊了</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225333</th>\n",
       "      <td>329139</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>餐厅萌物语</td>\n",
       "      <td>畫卿入骨愛霍洳畫</td>\n",
       "      <td>1517588050</td>\n",
       "      <td>吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225469</th>\n",
       "      <td>329572</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>马上有钱</td>\n",
       "      <td>一资钱</td>\n",
       "      <td>1518322303</td>\n",
       "      <td>公众号：一资钱，最高50000，国民新品牌，人人都可免费申请&amp;hearts;️&amp;hearts...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>公众号一资钱最高50000国民新品牌人人都可免费申请♥️♥️♥️♥️♥️♥️♥️♥️♥️♥️...</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225531</th>\n",
       "      <td>329781</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>驾校练车</td>\n",
       "      <td>Huangzhiyuan</td>\n",
       "      <td>1455412371</td>\n",
       "      <td>垃垃垃垃垃垃垃垃垃圾 圾 圾 圾 圾 圾 圾 圾 圾  烂爆了</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃垃垃垃垃垃垃垃垃圾 圾 圾 圾 圾 圾 圾 圾 圾 烂爆了</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225557</th>\n",
       "      <td>329885</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>驾驶超级山火车站</td>\n",
       "      <td>[心动不如行动]</td>\n",
       "      <td>1481015636</td>\n",
       "      <td>垃圾垃圾垃圾垃圾垃圾垃圾广告多的要死千万不要下垃圾垃圾</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾垃圾垃圾垃圾垃圾垃圾广告多的要死千万不要下垃圾垃圾</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225701</th>\n",
       "      <td>330427</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>鬼武三国志</td>\n",
       "      <td>✎﹏ℳ₯㎕ ❦₯㎕ζั͡</td>\n",
       "      <td>1500314081</td>\n",
       "      <td>非常棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒&amp;hellip;&amp;h...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>非常棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225959</th>\n",
       "      <td>331101</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔力时代</td>\n",
       "      <td>阳光犬</td>\n",
       "      <td>1433592620</td>\n",
       "      <td>垃圾垃圾垃圾垃圾垃圾垃圾垃圾很垃圾什么破东西一颗星都不给垃圾垃垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾垃圾垃圾垃圾垃圾垃圾垃圾很垃圾什么破东西一颗星都不给垃圾垃垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225981</th>\n",
       "      <td>331142</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔力时代</td>\n",
       "      <td>@大风越狠  我心越荡@</td>\n",
       "      <td>1466461855</td>\n",
       "      <td>给999999999999999999个赞，非常好玩</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>给999999999999999999个赞非常好玩</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226120</th>\n",
       "      <td>331601</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔幻西游Ol</td>\n",
       "      <td>谁□流年染指寂寞□</td>\n",
       "      <td>1343916992</td>\n",
       "      <td>真是太好玩了，画面精致，免费，我永久支持，哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈！！！</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>真是太好玩了画面精致免费我永久支持哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226343</th>\n",
       "      <td>332258</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔法庄园</td>\n",
       "      <td>デ时光淡漠了模样ゼ</td>\n",
       "      <td>1455582997</td>\n",
       "      <td>每次进去都是在加载，负99999999999999999999999999999999999...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>每次进去都是在加载负999999999999999999999999999999999999颗星星</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.769231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226345</th>\n",
       "      <td>332264</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔法庄园</td>\n",
       "      <td>以公主的傲慢   蔑视全世界</td>\n",
       "      <td>1468280782</td>\n",
       "      <td>奶奶的，什么破逼玩意，进不去啊，现在是000000000000000000000000000...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>奶奶的什么破逼玩意进不去啊现在是000000000000000000000000000000...</td>\n",
       "      <td>97</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.619048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226348</th>\n",
       "      <td>332268</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔法庄园</td>\n",
       "      <td>Victoria  Song??</td>\n",
       "      <td>1469871314</td>\n",
       "      <td>什么烂游戏，又进不去又是英文。垃圾\\t我连1颗星都多，我扣99999999999999999...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>什么烂游戏又进不去又是英文垃圾 我连1颗星都多我扣999999999999999999999...</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226351</th>\n",
       "      <td>332273</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔法庄园</td>\n",
       "      <td>浪花岸边的回忆</td>\n",
       "      <td>1470918495</td>\n",
       "      <td>一颗心都不想给，太烂了进都进不去扣除9999999999999999999999999999...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>一颗心都不想给太烂了进都进不去扣除99999999999999999999999999999...</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226364</th>\n",
       "      <td>332313</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔法庄园</td>\n",
       "      <td>Y.M.Y</td>\n",
       "      <td>1508028739</td>\n",
       "      <td>打不开。扣99999999999999999999999999999990999999999...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>打不开扣999999999999999999999999999999909999999999...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226463</th>\n",
       "      <td>332569</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔法英雄传OL-英雄无敌</td>\n",
       "      <td>那份爱♡只为你拥有</td>\n",
       "      <td>1495807145</td>\n",
       "      <td>好好好很好很好</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好好好很好很好</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226572</th>\n",
       "      <td>332932</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔王去哪儿</td>\n",
       "      <td>被罚站的凹凸曼</td>\n",
       "      <td>1441752549</td>\n",
       "      <td>差，差，差，差，很差很差</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>差差差差很差很差</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226595</th>\n",
       "      <td>332994</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>魔界忍者2：洞窟</td>\n",
       "      <td>^O^带上耳机去旅游</td>\n",
       "      <td>1418537188</td>\n",
       "      <td>好，很好，真好，真的很好，太好，太好玩了。</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好很好真好真的很好太好太好玩了</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226876</th>\n",
       "      <td>333817</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>鱼鹰直升机模拟</td>\n",
       "      <td>周文勇</td>\n",
       "      <td>1504936085</td>\n",
       "      <td>好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好...</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>37.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227048</th>\n",
       "      <td>334338</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>鹿鼎记</td>\n",
       "      <td>●O_O●释然</td>\n",
       "      <td>1513466688</td>\n",
       "      <td>不能玩，不能玩，不能玩</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>不能玩不能玩不能玩</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227350</th>\n",
       "      <td>335252</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>黑暗之魂</td>\n",
       "      <td>Karry, my  love</td>\n",
       "      <td>1485086508</td>\n",
       "      <td>安装了之后登不了，我卸载，然后又安装了登不了，又卸载。安装卸载，安装卸载，为什么总是登不上去？</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>安装了之后登不了我卸载然后又安装了登不了又卸载安装卸载安装卸载为什么总是登不上去</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227395</th>\n",
       "      <td>335414</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>黑白棋</td>\n",
       "      <td>深知我不配</td>\n",
       "      <td>1503026572</td>\n",
       "      <td>????????????????噩噩噩噩噩噩噩噩噩噩噩噩</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>噩噩噩噩噩噩噩噩噩噩噩噩</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227427</th>\n",
       "      <td>335508</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>黑白钢琴键儿</td>\n",
       "      <td>夜的面具</td>\n",
       "      <td>1502952002</td>\n",
       "      <td>卧槽尼玛的，玩一次起码有几千个广告，差差差差差差差差差差差差差差差差差差差差差差差差差差差差...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>卧槽尼玛的玩一次起码有几千个广告差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差...</td>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227506</th>\n",
       "      <td>335861</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>齐天大圣HD</td>\n",
       "      <td>逆天，皇权</td>\n",
       "      <td>1423120663</td>\n",
       "      <td>太卡太卡太卡了\\n\\n</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>太卡太卡太卡了</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227570</th>\n",
       "      <td>336094</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>龙之战争 Battle Dragons</td>\n",
       "      <td>喔~baby girl</td>\n",
       "      <td>1485070264</td>\n",
       "      <td>垃圾，还说停止运，垃圾，垃圾，垃圾，垃圾，</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>垃圾还说停止运垃圾垃圾垃圾垃圾</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227645</th>\n",
       "      <td>336304</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>龙将斩千</td>\n",
       "      <td>空白式、苦涩</td>\n",
       "      <td>1446482183</td>\n",
       "      <td>12号开服。。。。呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12号开服呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵...</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228041</th>\n",
       "      <td>337383</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>龙骑士传手游</td>\n",
       "      <td>了我</td>\n",
       "      <td>1515401454</td>\n",
       "      <td>就是好好好好好好好好好好好好好好好好好好好好好好好好好！！！！！！！！！！！！！！！！！！？...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>就是好好好好好好好好好好好好好好好好好好好好好好好好好</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228063</th>\n",
       "      <td>337428</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>龙骑士传手游</td>\n",
       "      <td>dasf</td>\n",
       "      <td>1515410929</td>\n",
       "      <td>哈哈哈哈哈哈哈哈hi好</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>哈哈哈哈哈哈哈哈hi好</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.750000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3620 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id     source            game_name         user_name comment_time  \\\n",
       "4            5  qq_mobile          &nbsp;杀神免费版                游客   1404561529   \n",
       "60          18  qq_mobile       100 Doors 2013                游客   1391265463   \n",
       "186         36  qq_mobile       100 Doors 2013                游客   1403347569   \n",
       "846       1168  qq_mobile             2048无限合成                游客   1401519955   \n",
       "931       1411  qq_mobile             2048黄子韬版                游客   1441206254   \n",
       "943       1550  qq_mobile               2D美式台球                游客   1402749444   \n",
       "944       1551  qq_mobile               2D美式台球                游客   1405089989   \n",
       "945       1558  qq_mobile             2XL沙滩越野赛                游客   1391578997   \n",
       "946       1559  qq_mobile             2XL沙滩越野赛                游客   1393994824   \n",
       "952       1806  qq_mobile              3D 摩托 3                游客   1436417410   \n",
       "985       1870  qq_mobile              3D乒乓球联赛                游客   1400376738   \n",
       "999       1910  qq_mobile               3D停车博士                游客   1400382220   \n",
       "1001      1920  qq_mobile              3D停车场II                游客   1444817443   \n",
       "1114      2263  qq_mobile               3D土路卡车                游客   1400079428   \n",
       "1130      2320  qq_mobile               3D坦克在线                游客   1390887608   \n",
       "1131      2322  qq_mobile               3D坦克在线                游客   1397188699   \n",
       "1272      2590  qq_mobile               3D巴士驾驶                游客   1399205465   \n",
       "1292      2597  qq_mobile               3D巴士驾驶                游客   1408638888   \n",
       "1293    222133  qq_mobile                 深海鱼雷                游客   1435461827   \n",
       "1304      2831  qq_mobile             3D战斗机模拟器                游客   1400152056   \n",
       "1307      2836  qq_mobile             3D战斗机模拟器                游客   1405909914   \n",
       "1351      2987  qq_mobile               3D掌上冰球                游客   1394343078   \n",
       "1352      2992  qq_mobile            3D摩托GT挑戰賽                游客   1406231787   \n",
       "1379      3229  qq_mobile           3D极品飞车狂飙人生                游客   1393754830   \n",
       "1382      3234  qq_mobile           3D极品飞车狂飙人生                游客   1395573241   \n",
       "1383      3236  qq_mobile           3D极品飞车狂飙人生                游客   1396521202   \n",
       "1385      3238  qq_mobile           3D极品飞车狂飙人生                游客   1397292913   \n",
       "1386    199004  qq_mobile                 极限摩托                游客   1402424999   \n",
       "1387      3239  qq_mobile           3D极品飞车狂飙人生                游客   1397732410   \n",
       "1392      3245  qq_mobile           3D极品飞车狂飙人生                游客   1399197684   \n",
       "...        ...        ...                  ...               ...          ...   \n",
       "225262  328907  qq_mobile                 飞龙模拟             初友，，。   1464302202   \n",
       "225275  328939  qq_mobile                 飞龙模拟            SKY☞迷離   1515758130   \n",
       "225309  329092  qq_mobile                   食潮               糖丫头   1466591845   \n",
       "225321  329122  qq_mobile              餐厅物语狂欢节            玮玮0722   1440334240   \n",
       "225333  329139  qq_mobile                餐厅萌物语          畫卿入骨愛霍洳畫   1517588050   \n",
       "225469  329572  qq_mobile                 马上有钱               一资钱   1518322303   \n",
       "225531  329781  qq_mobile                 驾校练车      Huangzhiyuan   1455412371   \n",
       "225557  329885  qq_mobile             驾驶超级山火车站          [心动不如行动]   1481015636   \n",
       "225701  330427  qq_mobile                鬼武三国志      ✎﹏ℳ₯㎕ ❦₯㎕ζั͡   1500314081   \n",
       "225959  331101  qq_mobile                 魔力时代               阳光犬   1433592620   \n",
       "225981  331142  qq_mobile                 魔力时代      @大风越狠  我心越荡@   1466461855   \n",
       "226120  331601  qq_mobile               魔幻西游Ol         谁□流年染指寂寞□   1343916992   \n",
       "226343  332258  qq_mobile                 魔法庄园         デ时光淡漠了模样ゼ   1455582997   \n",
       "226345  332264  qq_mobile                 魔法庄园    以公主的傲慢   蔑视全世界   1468280782   \n",
       "226348  332268  qq_mobile                 魔法庄园  Victoria  Song??   1469871314   \n",
       "226351  332273  qq_mobile                 魔法庄园           浪花岸边的回忆   1470918495   \n",
       "226364  332313  qq_mobile                 魔法庄园             Y.M.Y   1508028739   \n",
       "226463  332569  qq_mobile         魔法英雄传OL-英雄无敌         那份爱♡只为你拥有   1495807145   \n",
       "226572  332932  qq_mobile                魔王去哪儿           被罚站的凹凸曼   1441752549   \n",
       "226595  332994  qq_mobile             魔界忍者2：洞窟        ^O^带上耳机去旅游   1418537188   \n",
       "226876  333817  qq_mobile              鱼鹰直升机模拟               周文勇   1504936085   \n",
       "227048  334338  qq_mobile                  鹿鼎记           ●O_O●释然   1513466688   \n",
       "227350  335252  qq_mobile                 黑暗之魂   Karry, my  love   1485086508   \n",
       "227395  335414  qq_mobile                  黑白棋             深知我不配   1503026572   \n",
       "227427  335508  qq_mobile               黑白钢琴键儿              夜的面具   1502952002   \n",
       "227506  335861  qq_mobile               齐天大圣HD             逆天，皇权   1423120663   \n",
       "227570  336094  qq_mobile  龙之战争 Battle Dragons       喔~baby girl   1485070264   \n",
       "227645  336304  qq_mobile                 龙将斩千            空白式、苦涩   1446482183   \n",
       "228041  337383  qq_mobile               龙骑士传手游                了我   1515401454   \n",
       "228063  337428  qq_mobile               龙骑士传手游              dasf   1515410929   \n",
       "\n",
       "                                                  content score  type  \\\n",
       "4       经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3   \n",
       "60                                          啥游戏啊臭臭臭臭臭臭臭臭臭     1     3   \n",
       "186                        功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。     5     3   \n",
       "846     使用方便。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...     3     0   \n",
       "931     界面简洁。使用方便。速度很快。界面简洁。使用方便。速度很快。界面简洁。使用方便。速度很快。界...     5     0   \n",
       "943     功能实用。经常卡死。经常卡死。界面简洁。界面简洁。功能实用。速度很快。功能实用。闪退。经常卡...     3     0   \n",
       "944     坑爹闪退。闪退。闪退。闪退。闪退。闪退。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。太...     1     0   \n",
       "945     好啊！！！！！！！！！！！！！闪退。闪退。闪退。闪退。闪退。闪退。闪退。响应很慢。响应很慢。...     1     0   \n",
       "946     没发玩闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。经常卡死。经常卡死。经常卡死。经常卡死...     1     0   \n",
       "952     lajibamxigyegei闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪...     1     0   \n",
       "985     经常卡死。闪退。太多广告。经常卡死。闪退。经常卡死。太多广告。经常卡死。闪退。经常卡死。闪退...     1     0   \n",
       "999     速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速度很快。速...     5     0   \n",
       "1001    使用方便。功能实用。速度很快。使用方便。功能实用。速度很快。使用方便。功能实用。速度很快。速...     4     0   \n",
       "1114    速度很快。功能实用。使用方便。界面很丑。响应很慢。太多广告。速度很快。速度很快。功能实用。界...     1     0   \n",
       "1130    经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经...     1     0   \n",
       "1131    界面很丑。界面很丑。界面很丑。界面很丑。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退...     2     0   \n",
       "1272    闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪...     1     0   \n",
       "1292    经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经...     1     0   \n",
       "1293    经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经...     1     0   \n",
       "1304    垃圾经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。经常卡死。闪退。闪退。闪退。闪退。闪退...     1     0   \n",
       "1307    闪退。经常卡死。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。使用方便。界面简洁。速...     1     0   \n",
       "1351    功能实用。界面很丑。速度很快。太多广告。经常卡死。使用方便。功能实用。功能实用。功能实用。功...     5     0   \n",
       "1352    使用方便。功能实用。使用方便。功能实用。使用方便。功能实用。使用方便。功能实用。使用方便。功...     1     0   \n",
       "1379     闪退。闪退。闪退。闪退。闪退。闪退。响应很慢。响应很慢。响应很慢。经常卡死。经常卡死。经常卡死。     1     0   \n",
       "1382    太多广告。响应很慢。闪退。速度很快。使用方便。响应很慢。响应很慢。闪退。速度很快。界面简洁。...     1     0   \n",
       "1383                  太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。     1     0   \n",
       "1385    太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...     1     0   \n",
       "1386    太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太多广告。太...     1     0   \n",
       "1387    闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。经常卡死。经常卡死。...     1     0   \n",
       "1392    2 界面很丑。经常卡死。使用方便。界面很丑。界面很丑。界面很丑。界面很丑。界面很丑。界面很丑...     1     0   \n",
       "...                                                   ...   ...   ...   \n",
       "225262                              垃圾中的垃圾中的大垃圾\\t\\t\\t\\t\\t     1     0   \n",
       "225275             6666666666666666666666666666666666\\t\\t     5     0   \n",
       "225309    烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂爆了，我要投诉投诉投诉     1     0   \n",
       "225321                                       太太太太太太太太无聊了。     2     0   \n",
       "225333  吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...     5     0   \n",
       "225469  公众号：一资钱，最高50000，国民新品牌，人人都可免费申请&hearts;️&hearts...     5     0   \n",
       "225531                    垃垃垃垃垃垃垃垃垃圾 圾 圾 圾 圾 圾 圾 圾 圾  烂爆了     1     0   \n",
       "225557                        垃圾垃圾垃圾垃圾垃圾垃圾广告多的要死千万不要下垃圾垃圾     1     0   \n",
       "225701  非常棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒&hellip;&h...     5     0   \n",
       "225959  垃圾垃圾垃圾垃圾垃圾垃圾垃圾很垃圾什么破东西一颗星都不给垃圾垃垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾     1     0   \n",
       "225981                         给999999999999999999个赞，非常好玩     5     0   \n",
       "226120       真是太好玩了，画面精致，免费，我永久支持，哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈！！！     5     0   \n",
       "226343  每次进去都是在加载，负99999999999999999999999999999999999...     1     0   \n",
       "226345  奶奶的，什么破逼玩意，进不去啊，现在是000000000000000000000000000...     1     0   \n",
       "226348  什么烂游戏，又进不去又是英文。垃圾\\t我连1颗星都多，我扣99999999999999999...     1     0   \n",
       "226351  一颗心都不想给，太烂了进都进不去扣除9999999999999999999999999999...     2     0   \n",
       "226364  打不开。扣99999999999999999999999999999990999999999...     1     0   \n",
       "226463                                            好好好很好很好     5     0   \n",
       "226572                                       差，差，差，差，很差很差     1     0   \n",
       "226595                              好，很好，真好，真的很好，太好，太好玩了。     5     0   \n",
       "226876  好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好...     5     0   \n",
       "227048                                        不能玩，不能玩，不能玩     1     0   \n",
       "227350    安装了之后登不了，我卸载，然后又安装了登不了，又卸载。安装卸载，安装卸载，为什么总是登不上去？     1     0   \n",
       "227395                       ????????????????噩噩噩噩噩噩噩噩噩噩噩噩     1     0   \n",
       "227427  卧槽尼玛的，玩一次起码有几千个广告，差差差差差差差差差差差差差差差差差差差差差差差差差差差差...     1     0   \n",
       "227506                                        太卡太卡太卡了\\n\\n     5     0   \n",
       "227570                              垃圾，还说停止运，垃圾，垃圾，垃圾，垃圾，     1     0   \n",
       "227645  12号开服。。。。呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵...     3     0   \n",
       "228041  就是好好好好好好好好好好好好好好好好好好好好好好好好好！！！！！！！！！！！！！！！！！！？...     5     0   \n",
       "228063                                        哈哈哈哈哈哈哈哈hi好     5     0   \n",
       "\n",
       "        emotion                                      content_clear  \\\n",
       "4             2   经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退   \n",
       "60            2                                      啥游戏啊臭臭臭臭臭臭臭臭臭   \n",
       "186           3                           功能实用功能实用使用方便使用方便速度很快速度很快   \n",
       "846           0  使用方便太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...   \n",
       "931           0  界面简洁使用方便速度很快界面简洁使用方便速度很快界面简洁使用方便速度很快界面简洁使用方便速度...   \n",
       "943           0         功能实用经常卡死经常卡死界面简洁界面简洁功能实用速度很快功能实用闪退经常卡死经常卡死   \n",
       "944           0  坑爹闪退闪退闪退闪退闪退闪退经常卡死经常卡死经常卡死经常卡死经常卡死太多广告太多广告太多广告...   \n",
       "945           0  好啊闪退闪退闪退闪退闪退闪退闪退响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢功能实用功能...   \n",
       "946           0  没发玩闪退闪退闪退闪退闪退闪退闪退闪退经常卡死经常卡死经常卡死经常卡死太多广告太多广告太多广...   \n",
       "952           0  lajibamxigyegei闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪...   \n",
       "985           0  经常卡死闪退太多广告经常卡死闪退经常卡死太多广告经常卡死闪退经常卡死闪退经常卡死太多广告经常...   \n",
       "999           0  速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度很快速度...   \n",
       "1001          0  使用方便功能实用速度很快使用方便功能实用速度很快使用方便功能实用速度很快速度很快速度很快速度...   \n",
       "1114          0  速度很快功能实用使用方便界面很丑响应很慢太多广告速度很快速度很快功能实用界面很丑速度很快太多...   \n",
       "1130          0  经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常...   \n",
       "1131          0  界面很丑界面很丑界面很丑界面很丑闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退经常卡死经常卡死...   \n",
       "1272          0  闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退...   \n",
       "1292          0           经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死   \n",
       "1293          0           经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死   \n",
       "1304          0             垃圾经常卡死经常卡死经常卡死经常卡死经常卡死经常卡死闪退闪退闪退闪退闪退闪退   \n",
       "1307          0  闪退经常卡死闪退闪退闪退闪退闪退闪退闪退闪退闪退使用方便界面简洁速度很快响应很慢经常卡死经常...   \n",
       "1351          0  功能实用界面很丑速度很快太多广告经常卡死使用方便功能实用功能实用功能实用功能实用功能实用功能...   \n",
       "1352          0           使用方便功能实用使用方便功能实用使用方便功能实用使用方便功能实用使用方便功能实用   \n",
       "1379          0               闪退闪退闪退闪退闪退闪退响应很慢响应很慢响应很慢经常卡死经常卡死经常卡死   \n",
       "1382          0  太多广告响应很慢闪退速度很快使用方便响应很慢响应很慢闪退速度很快界面简洁响应很慢使用方便太多...   \n",
       "1383          0                       太多广告太多广告太多广告太多广告太多广告太多广告太多广告   \n",
       "1385          0  太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...   \n",
       "1386          0  太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多广告太多...   \n",
       "1387          0  闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退经常卡死经常卡死经常卡死经常卡死经常卡死经常...   \n",
       "1392          0  2 界面很丑经常卡死使用方便界面很丑界面很丑界面很丑界面很丑界面很丑界面很丑界面很丑界面很丑...   \n",
       "...         ...                                                ...   \n",
       "225262        0                                        垃圾中的垃圾中的大垃圾   \n",
       "225275        0                 6666666666666666666666666666666666   \n",
       "225309        0     烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂烂爆了我要投诉投诉投诉   \n",
       "225321        0                                        太太太太太太太太无聊了   \n",
       "225333        0  吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉吉...   \n",
       "225469        0  公众号一资钱最高50000国民新品牌人人都可免费申请♥️♥️♥️♥️♥️♥️♥️♥️♥️♥️...   \n",
       "225531        0                     垃垃垃垃垃垃垃垃垃圾 圾 圾 圾 圾 圾 圾 圾 圾 烂爆了   \n",
       "225557        0                        垃圾垃圾垃圾垃圾垃圾垃圾广告多的要死千万不要下垃圾垃圾   \n",
       "225701        0               非常棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒棒   \n",
       "225959        0  垃圾垃圾垃圾垃圾垃圾垃圾垃圾很垃圾什么破东西一颗星都不给垃圾垃垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾垃圾   \n",
       "225981        0                          给999999999999999999个赞非常好玩   \n",
       "226120        0              真是太好玩了画面精致免费我永久支持哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈   \n",
       "226343        0  每次进去都是在加载负999999999999999999999999999999999999颗星星   \n",
       "226345        0  奶奶的什么破逼玩意进不去啊现在是000000000000000000000000000000...   \n",
       "226348        0  什么烂游戏又进不去又是英文垃圾 我连1颗星都多我扣999999999999999999999...   \n",
       "226351        0  一颗心都不想给太烂了进都进不去扣除99999999999999999999999999999...   \n",
       "226364        0  打不开扣999999999999999999999999999999909999999999...   \n",
       "226463        0                                            好好好很好很好   \n",
       "226572        0                                           差差差差很差很差   \n",
       "226595        0                                    好很好真好真的很好太好太好玩了   \n",
       "226876        0  好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好好...   \n",
       "227048        0                                          不能玩不能玩不能玩   \n",
       "227350        0           安装了之后登不了我卸载然后又安装了登不了又卸载安装卸载安装卸载为什么总是登不上去   \n",
       "227395        0                                       噩噩噩噩噩噩噩噩噩噩噩噩   \n",
       "227427        0  卧槽尼玛的玩一次起码有几千个广告差差差差差差差差差差差差差差差差差差差差差差差差差差差差差差...   \n",
       "227506        0                                            太卡太卡太卡了   \n",
       "227570        0                                    垃圾还说停止运垃圾垃圾垃圾垃圾   \n",
       "227645        0  12号开服呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵呵...   \n",
       "228041        0                        就是好好好好好好好好好好好好好好好好好好好好好好好好好   \n",
       "228063        0                                        哈哈哈哈哈哈哈哈hi好   \n",
       "\n",
       "        content_len  c_count  u_count   word_freq  \n",
       "4                48        1    21748    4.800000  \n",
       "60               13        1    21748    2.600000  \n",
       "186              24        1    21748    2.181818  \n",
       "846              80        1    21748   10.000000  \n",
       "931              55        1    21748    2.894737  \n",
       "943              42        1    21748    2.333333  \n",
       "944              78        1    21748    6.500000  \n",
       "945              68        1    21748    4.533333  \n",
       "946              69        1    21748    3.631579  \n",
       "952              71        1    21748    5.916667  \n",
       "985              78        1    21748    7.800000  \n",
       "999              80        1    21748   10.000000  \n",
       "1001             65        1    21748    4.333333  \n",
       "1114             76        1    21748    3.619048  \n",
       "1130             79        1    21748    7.900000  \n",
       "1131             72        1    21748    7.200000  \n",
       "1272             56        1    21748    9.333333  \n",
       "1292             40        2    21748   10.000000  \n",
       "1293             40        2    21748   10.000000  \n",
       "1304             38        1    21748    4.750000  \n",
       "1307             72        1    21748    3.428571  \n",
       "1351             72        1    21748    3.272727  \n",
       "1352             40        1    21748    5.714286  \n",
       "1379             36        1    21748    3.600000  \n",
       "1382             80        1    21748    3.809524  \n",
       "1383             28        1    21748    7.000000  \n",
       "1385             68        2    21748   17.000000  \n",
       "1386             68        2    21748   17.000000  \n",
       "1387             76        1    21748   12.666667  \n",
       "1392             81        1    21748    5.785714  \n",
       "...             ...      ...      ...         ...  \n",
       "225262           11        1        1    2.200000  \n",
       "225275           34        1        1   34.000000  \n",
       "225309           46        1        1    6.571429  \n",
       "225321           11        1        1    2.750000  \n",
       "225333          100        1        1  100.000000  \n",
       "225469           96        1        1    4.000000  \n",
       "225531           30        1        1    5.000000  \n",
       "225557           27        1        1    2.250000  \n",
       "225701           36        1        1   12.000000  \n",
       "225959           49        1        1    3.500000  \n",
       "225981           25        1        1    3.125000  \n",
       "226120           37        1        1    2.055556  \n",
       "226343           49        1        1    3.769231  \n",
       "226345           97        1        1    4.619048  \n",
       "226348           96        1        1    4.000000  \n",
       "226351           99        1        1    6.187500  \n",
       "226364           90        1        1   11.250000  \n",
       "226463            7        1        1    3.500000  \n",
       "226572            8        1        1    4.000000  \n",
       "226595           15        1        1    2.142857  \n",
       "226876           75        1        1   37.500000  \n",
       "227048            9        1        1    3.000000  \n",
       "227350           40        1        1    2.105263  \n",
       "227395           12        1        1   12.000000  \n",
       "227427           62        1        1    3.444444  \n",
       "227506            7        1        1    2.333333  \n",
       "227570           15        1        1    2.142857  \n",
       "227645           96        1        1   16.000000  \n",
       "228041           27        1        1    9.000000  \n",
       "228063           11        1        1    2.750000  \n",
       "\n",
       "[3620 rows x 14 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df5[df5['word_freq'] > 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "    id     source       game_name user_name comment_time  \\\n",
       "0    1  qq_mobile     &nbsp;杀神免费版        游客   1381762690   \n",
       "1    2  qq_mobile     &nbsp;杀神免费版        游客   1382515674   \n",
       "2    3  qq_mobile     &nbsp;杀神免费版        游客   1390121576   \n",
       "5   10  qq_mobile  100 Doors 2013        游客   1370442593   \n",
       "10  13  qq_mobile  100 Doors 2013        游客   1390133919   \n",
       "\n",
       "                                              content score  type  emotion  \\\n",
       "0                           修复手机卡进行道具付费的漏洞！功能实用。速度很快。     5     2        3   \n",
       "1   不错，不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟...     5     3        3   \n",
       "2                                    新区，推荐。我叫一杯凉茶。一起玩     5     2        1   \n",
       "5                               为什么42关的密码知道是多少就是不开门呢？     5     2        0   \n",
       "10                  界面简洁。界面简洁。使用方便。功能实用。界面很丑。经常卡死。闪退。     5     2        0   \n",
       "\n",
       "                                        content_clear  content_len  c_count  \\\n",
       "0                              修复手机卡进行道具付费的漏洞功能实用速度很快           22        1   \n",
       "1   不错不错这个游戏非常好玩随然登陆时间比较长但非常好玩的我看了一下登陆时间也差不多是一两分钟左...           58        1   \n",
       "2                                       新区推荐我叫一杯凉茶一起玩           13        1   \n",
       "5                                为什么42关的密码知道是多少就是不开门呢           20        1   \n",
       "10                         界面简洁界面简洁使用方便功能实用界面很丑经常卡死闪退           26        1   \n",
       "\n",
       "    u_count  word_freq  \n",
       "0     21748   1.000000  \n",
       "1     21748   1.348837  \n",
       "2     21748   1.083333  \n",
       "5     21748   1.052632  \n",
       "10    21748   1.368421  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df6 = df5[df5['word_freq'] < 2]\n",
    "df6.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0              1\n",
       "1              2\n",
       "2              3\n",
       "21748          7\n",
       "5             10\n",
       "21749         11\n",
       "10            13\n",
       "58            15\n",
       "59            16\n",
       "74            21\n",
       "75            22\n",
       "80            24\n",
       "83            30\n",
       "88            33\n",
       "189           39\n",
       "190           43\n",
       "191           44\n",
       "192           45\n",
       "227           49\n",
       "249           52\n",
       "250           53\n",
       "21954         59\n",
       "21955         60\n",
       "21956         62\n",
       "22062         64\n",
       "22614         79\n",
       "22616         81\n",
       "22631         83\n",
       "22638         87\n",
       "22684         89\n",
       "           ...  \n",
       "228095    337488\n",
       "228096    337490\n",
       "87916     337491\n",
       "228097    337492\n",
       "216678    337494\n",
       "228098    337500\n",
       "97881     337502\n",
       "130763    337503\n",
       "228099    337506\n",
       "228100    337512\n",
       "228101    337514\n",
       "192922    337515\n",
       "228102    337517\n",
       "228103    337518\n",
       "228104    337519\n",
       "228105    337520\n",
       "228106    337521\n",
       "228107    337523\n",
       "154641    337524\n",
       "228108    337526\n",
       "228109    337527\n",
       "228110    337528\n",
       "228111    337529\n",
       "228112    337530\n",
       "228113    337531\n",
       "86035     337535\n",
       "138889    337536\n",
       "228114    337537\n",
       "228115    337540\n",
       "228116    337543\n",
       "Name: id, Length: 149909, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df6 = df6.sort_values(by=\"id\")\n",
    "df6['id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mingchao/anaconda3/lib/python3.6/site-packages/pymysql/cursors.py:165: Warning: (1287, \"'@@tx_isolation' is deprecated and will be removed in a future release. Please use '@@transaction_isolation' instead\")\n",
      "  result = self._query(query)\n"
     ]
    }
   ],
   "source": [
    "from sqlalchemy import create_engine\n",
    "engine = create_engine(\"mysql+pymysql://root:eXYhzAWjyvy8grwM@127.0.0.1:3306/game_process?charset=utf8mb4\")\n",
    "df6[['id','source','game_name','user_name','comment_time','content','score','type','emotion']].to_sql('s_lcs_game_useless_clean_comments_qq', \n",
    "    con=engine, if_exists='replace', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 观察 每个游戏的评论 个数\n",
    "df6_gameName = df6.groupby('game_name').size().reset_index();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_name</th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100个圣诞礼物 100 Christmas Gifts</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>100个地狱之门</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>100复仇之门</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>100天-扫除僵尸</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100扇门</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      game_name   0\n",
       "0                   &nbsp;杀神免费版   4\n",
       "1                100 Doors 2013  21\n",
       "2                   100 Gates找茬   7\n",
       "3              100 Toilets 百厕逃脱   6\n",
       "4  100个圣诞礼物 100 Christmas Gifts   9\n",
       "5                      100个地狱之门  10\n",
       "6                       100复仇之门   2\n",
       "7                     100天-扫除僵尸   2\n",
       "8                         100扇门  17\n",
       "9                    100扇门 平行世界   8"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df6_gameName.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_name</th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>009-3D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100 Doors Cartoon</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100 Doors Incredible</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>100个圣诞礼物 100 Christmas Gifts</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100个地狱之门</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>100僵尸</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>100地牢门逃离</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>100复仇之门</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>100天-扫除僵尸</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>100扇门</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>100扇门 平行世界</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>100次逃脱</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>100道门-平衡世界</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>100道门:世界历史</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>100道门大逃亡</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>100道门：地狱逃生 100 Inferno Escape</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>100门和电梯</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>100门季节</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>100间格门100 Fusumas “room escape game”</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>100项任务：偷天大厦</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1010</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1010TFBOYS</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1010方块</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>114火车票</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>12金钗大战三国猛将</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2048朝代版</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2048朝代版2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2048朴灿烈版</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2048汽车版</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2048泡妞版</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2048浪漫版</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2048消消乐</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2048炫舞版</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2048甄嬛</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2048生肖版</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2048疯狂版</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2048的传奇</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2048精装版</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2048终极豪华版</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2048经典2015Plus</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2048脱光版</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2048芈月版</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2048记忆版</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2048豪华版</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2048足球杯</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2048边伯贤版</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2048连击版</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2048迷你</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2048逆袭版</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2048道具版</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2048黄子韬版</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2187</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>26个字母及识字卡-儿童英语</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2A牛津小学英语-儿童教育</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2D极难跑酷</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               game_name   0\n",
       "0                            &nbsp;杀神免费版   7\n",
       "1                                 009-3D   2\n",
       "2                         100 Doors 2013  56\n",
       "3                      100 Doors Cartoon   2\n",
       "4                   100 Doors Incredible   1\n",
       "5                            100 Gates找茬  45\n",
       "6                       100 Toilets 百厕逃脱  29\n",
       "7           100个圣诞礼物 100 Christmas Gifts  28\n",
       "8                               100个地狱之门  21\n",
       "9                                  100僵尸   1\n",
       "10                              100地牢门逃离   3\n",
       "11                               100复仇之门  10\n",
       "12                             100天-扫除僵尸   4\n",
       "13                                 100扇门  57\n",
       "14                            100扇门 平行世界  20\n",
       "15                                100次逃脱  88\n",
       "16                            100道门-平衡世界   1\n",
       "17                            100道门:世界历史   1\n",
       "18                              100道门大逃亡   4\n",
       "19         100道门：地狱逃生 100 Inferno Escape  11\n",
       "20                               100门和电梯   3\n",
       "21                                100门季节   5\n",
       "22  100间格门100 Fusumas “room escape game”   5\n",
       "23                           100项任务：偷天大厦  28\n",
       "24                                  1010  19\n",
       "25                            1010TFBOYS  16\n",
       "26                                1010方块  19\n",
       "27                                114火车票  13\n",
       "28                                    12   1\n",
       "29                            12金钗大战三国猛将   9\n",
       "..                                   ...  ..\n",
       "70                               2048朝代版  18\n",
       "71                              2048朝代版2   4\n",
       "72                              2048朴灿烈版  20\n",
       "73                               2048汽车版   1\n",
       "74                               2048泡妞版   1\n",
       "75                               2048浪漫版  20\n",
       "76                               2048消消乐   7\n",
       "77                               2048炫舞版   1\n",
       "78                                2048甄嬛   1\n",
       "79                               2048生肖版   1\n",
       "80                               2048疯狂版   2\n",
       "81                               2048的传奇  29\n",
       "82                               2048精装版   8\n",
       "83                             2048终极豪华版   2\n",
       "84                        2048经典2015Plus   1\n",
       "85                               2048脱光版  39\n",
       "86                               2048芈月版   2\n",
       "87                               2048记忆版   3\n",
       "88                               2048豪华版  21\n",
       "89                               2048足球杯   1\n",
       "90                              2048边伯贤版  18\n",
       "91                               2048连击版   5\n",
       "92                                2048迷你   1\n",
       "93                               2048逆袭版   1\n",
       "94                               2048道具版   1\n",
       "95                              2048黄子韬版   5\n",
       "96                                  2187   3\n",
       "97                        26个字母及识字卡-儿童英语  11\n",
       "98                         2A牛津小学英语-儿童教育   4\n",
       "99                                2D极难跑酷   1\n",
       "\n",
       "[100 rows x 2 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0_gameName = df0.groupby('game_name').size().reset_index();\n",
    "df0_gameName.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "      <th>content_clear</th>\n",
       "      <th>content_len</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403781770</td>\n",
       "      <td>请问通过人物，能不能找到账号和所在区。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>请问通过人物能不能找到账号和所在区</td>\n",
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       "      <th>4</th>\n",
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       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404561529</td>\n",
       "      <td>经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
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       "      <td>qq_mobile</td>\n",
       "      <td>&amp;nbsp;杀神免费版</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404944969</td>\n",
       "      <td>卡死</td>\n",
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       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>卡死</td>\n",
       "      <td>2</td>\n",
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       "      <td>009-3D</td>\n",
       "      <td>游客</td>\n",
       "      <td>1426000033</td>\n",
       "      <td>额...无语&amp;hellip;&amp;hellip;闪退。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>额无语闪退</td>\n",
       "      <td>5</td>\n",
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       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>009-3D</td>\n",
       "      <td>( ✘_✘ )↯</td>\n",
       "      <td>1442144412</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1389291325</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第四关怎么过</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1390718342</td>\n",
       "      <td>界面简洁。功能实用。</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>界面简洁功能实用</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391240268</td>\n",
       "      <td>不好玩</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>不好玩</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1391265463</td>\n",
       "      <td>啥游戏啊臭臭臭臭臭臭臭臭臭</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>啥游戏啊臭臭臭臭臭臭臭臭臭</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1392734064</td>\n",
       "      <td>功能实用。界面简洁。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>功能实用界面简洁速度很快</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1394867905</td>\n",
       "      <td>速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>速度很快</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1400247463</td>\n",
       "      <td>还行界面简洁。</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>还行界面简洁</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1401631488</td>\n",
       "      <td>第十关怎么过</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第十关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402140630</td>\n",
       "      <td>经常卡死。</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>经常卡死</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402252327</td>\n",
       "      <td>第三关咋过功能实用。</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第三关咋过功能实用</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402376934</td>\n",
       "      <td>闪退。</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402407683</td>\n",
       "      <td>。。。。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402540357</td>\n",
       "      <td>49关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>49关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1402904154</td>\n",
       "      <td>还可以速度很快。</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>还可以速度很快</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403195297</td>\n",
       "      <td>功能实用。界面简洁。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>功能实用界面简洁</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403322865</td>\n",
       "      <td>界面简洁。使用方便。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>界面简洁使用方便</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403347569</td>\n",
       "      <td>功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>功能实用功能实用使用方便使用方便速度很快速度很快</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403367008</td>\n",
       "      <td>擦，25关门开了怎么出来英文啦？还过不去！</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>擦25关门开了怎么出来英文啦还过不去</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403394509</td>\n",
       "      <td>靠，25关的information怎么破</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>靠25关的information怎么破</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403771002</td>\n",
       "      <td>功能实用。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>功能实用</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403771355</td>\n",
       "      <td>界面简洁。</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>界面简洁</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1403780848</td>\n",
       "      <td>速度很快。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>速度很快</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404010228</td>\n",
       "      <td>使用方便。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>使用方便</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404188766</td>\n",
       "      <td>闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退...</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Doors 2013</td>\n",
       "      <td>游客</td>\n",
       "      <td>1404392615</td>\n",
       "      <td>界面很丑。太多广告。</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>界面很丑太多广告</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>102</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>@</td>\n",
       "      <td>1450449408</td>\n",
       "      <td>I3关怎么过？</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>I3关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>103</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>唯你不变</td>\n",
       "      <td>1451652422</td>\n",
       "      <td>第十三怎么过啊，求解</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第十三怎么过啊求解</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>104</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>柠檬女孩</td>\n",
       "      <td>1451732476</td>\n",
       "      <td>第六关怎么过？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第六关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>105</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>A*雪中~漫步*</td>\n",
       "      <td>1452670604</td>\n",
       "      <td>第一九关咋过呀，求解</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第一九关咋过呀求解</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>106</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>彤彤♥琪琪¤涵涵</td>\n",
       "      <td>1454477918</td>\n",
       "      <td>这个怎么玩儿啊，我还没搞懂</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>这个怎么玩儿啊我还没搞懂</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>107</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>陈晨</td>\n",
       "      <td>1457758367</td>\n",
       "      <td>哦好玩。</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>哦好玩</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>108</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>不ぁ懂你あお</td>\n",
       "      <td>1458390710</td>\n",
       "      <td>第五关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第五关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>109</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>总有刁民想害朕</td>\n",
       "      <td>1462013627</td>\n",
       "      <td>谁知道第8关怎么过，求解答</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>谁知道第8关怎么过求解答</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>110</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>难以割舍的情</td>\n",
       "      <td>1471234317</td>\n",
       "      <td>十三关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>十三关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>111</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>暗血★鬼影</td>\n",
       "      <td>1481349986</td>\n",
       "      <td>第六关怎么过？</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第六关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>112</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Gates找茬</td>\n",
       "      <td>做你的微光</td>\n",
       "      <td>1485255458</td>\n",
       "      <td>18关怎么过啊</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18关怎么过啊</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>114</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>~^O^~呵～</td>\n",
       "      <td>1423967476</td>\n",
       "      <td>怎么花瓶只移动到一半,后来就移动不了了</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>怎么花瓶只移动到一半后来就移动不了了</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>116</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>Eternity</td>\n",
       "      <td>1432931828</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>117</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>Hei......</td>\n",
       "      <td>1433513439</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>119</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>う爱が约定ご</td>\n",
       "      <td>1435385767</td>\n",
       "      <td>无聊到爆</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>无聊到爆</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>121</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>落海凤耀</td>\n",
       "      <td>1440761167</td>\n",
       "      <td>还行</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>还行</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>122</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>永远的朋友</td>\n",
       "      <td>1441365336</td>\n",
       "      <td>第6怎么玩，怎么玩，怎么玩，怎么玩</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第6怎么玩怎么玩怎么玩怎么玩</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>124</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>·不爱、只为等你</td>\n",
       "      <td>1443275121</td>\n",
       "      <td>呵，不好玩</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>呵不好玩</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>125</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>ζั͡ޓއއއ  绯闻李先森?</td>\n",
       "      <td>1443860645</td>\n",
       "      <td>太简单</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>太简单</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>126</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>曲水流殇</td>\n",
       "      <td>1448696471</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>128</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>疯疯癫癫</td>\n",
       "      <td>1458574685</td>\n",
       "      <td>第七关怎么过</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第七关怎么过</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>129</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>忘川</td>\n",
       "      <td>1467159831</td>\n",
       "      <td>第16关怎么过啊</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第16关怎么过啊</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>130</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>寒桠。</td>\n",
       "      <td>1469091399</td>\n",
       "      <td>第七关怎么过？求解</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第七关怎么过求解</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>132</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>颖火虫</td>\n",
       "      <td>1483526351</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>133</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>你若安好，便是晴天</td>\n",
       "      <td>1497435758</td>\n",
       "      <td>第10关怎么玩啊</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>第10关怎么玩啊</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>134</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>墨大大家的安晨吖♭</td>\n",
       "      <td>1502785795</td>\n",
       "      <td>超级好玩</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>超级好玩</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>135</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>梅</td>\n",
       "      <td>1503813621</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>136</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>清晨</td>\n",
       "      <td>1503996057</td>\n",
       "      <td>好吧台</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>好吧台</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>137</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>久念!</td>\n",
       "      <td>1504319876</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>138</td>\n",
       "      <td>qq_mobile</td>\n",
       "      <td>100 Toilets 百厕逃脱</td>\n",
       "      <td>宋彧</td>\n",
       "      <td>1505628883</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id     source         game_name        user_name comment_time  \\\n",
       "3      4  qq_mobile       &nbsp;杀神免费版               游客   1403781770   \n",
       "4      5  qq_mobile       &nbsp;杀神免费版               游客   1404561529   \n",
       "5      6  qq_mobile       &nbsp;杀神免费版               游客   1404944969   \n",
       "7      8  qq_mobile            009-3D               游客   1426000033   \n",
       "8      9  qq_mobile            009-3D         ( ✘_✘ )↯   1442144412   \n",
       "11    12  qq_mobile    100 Doors 2013               游客   1389291325   \n",
       "13    14  qq_mobile    100 Doors 2013               游客   1390718342   \n",
       "16    17  qq_mobile    100 Doors 2013               游客   1391240268   \n",
       "17    18  qq_mobile    100 Doors 2013               游客   1391265463   \n",
       "18    19  qq_mobile    100 Doors 2013               游客   1392734064   \n",
       "19    20  qq_mobile    100 Doors 2013               游客   1394867905   \n",
       "22    23  qq_mobile    100 Doors 2013               游客   1400247463   \n",
       "24    25  qq_mobile    100 Doors 2013               游客   1401631488   \n",
       "25    26  qq_mobile    100 Doors 2013               游客   1402140630   \n",
       "26    27  qq_mobile    100 Doors 2013               游客   1402252327   \n",
       "27    28  qq_mobile    100 Doors 2013               游客   1402376934   \n",
       "28    29  qq_mobile    100 Doors 2013               游客   1402407683   \n",
       "30    31  qq_mobile    100 Doors 2013               游客   1402540357   \n",
       "31    32  qq_mobile    100 Doors 2013               游客   1402904154   \n",
       "33    34  qq_mobile    100 Doors 2013               游客   1403195297   \n",
       "34    35  qq_mobile    100 Doors 2013               游客   1403322865   \n",
       "35    36  qq_mobile    100 Doors 2013               游客   1403347569   \n",
       "36    37  qq_mobile    100 Doors 2013               游客   1403367008   \n",
       "37    38  qq_mobile    100 Doors 2013               游客   1403394509   \n",
       "39    40  qq_mobile    100 Doors 2013               游客   1403771002   \n",
       "40    41  qq_mobile    100 Doors 2013               游客   1403771355   \n",
       "41    42  qq_mobile    100 Doors 2013               游客   1403780848   \n",
       "45    46  qq_mobile    100 Doors 2013               游客   1404010228   \n",
       "46    47  qq_mobile    100 Doors 2013               游客   1404188766   \n",
       "47    48  qq_mobile    100 Doors 2013               游客   1404392615   \n",
       "..   ...        ...               ...              ...          ...   \n",
       "101  102  qq_mobile       100 Gates找茬                @   1450449408   \n",
       "102  103  qq_mobile       100 Gates找茬             唯你不变   1451652422   \n",
       "103  104  qq_mobile       100 Gates找茬             柠檬女孩   1451732476   \n",
       "104  105  qq_mobile       100 Gates找茬         A*雪中~漫步*   1452670604   \n",
       "105  106  qq_mobile       100 Gates找茬         彤彤♥琪琪¤涵涵   1454477918   \n",
       "106  107  qq_mobile       100 Gates找茬               陈晨   1457758367   \n",
       "107  108  qq_mobile       100 Gates找茬           不ぁ懂你あお   1458390710   \n",
       "108  109  qq_mobile       100 Gates找茬          总有刁民想害朕   1462013627   \n",
       "109  110  qq_mobile       100 Gates找茬           难以割舍的情   1471234317   \n",
       "110  111  qq_mobile       100 Gates找茬            暗血★鬼影   1481349986   \n",
       "111  112  qq_mobile       100 Gates找茬            做你的微光   1485255458   \n",
       "113  114  qq_mobile  100 Toilets 百厕逃脱          ~^O^~呵～   1423967476   \n",
       "115  116  qq_mobile  100 Toilets 百厕逃脱         Eternity   1432931828   \n",
       "116  117  qq_mobile  100 Toilets 百厕逃脱        Hei......   1433513439   \n",
       "118  119  qq_mobile  100 Toilets 百厕逃脱           う爱が约定ご   1435385767   \n",
       "120  121  qq_mobile  100 Toilets 百厕逃脱            　落海凤耀   1440761167   \n",
       "121  122  qq_mobile  100 Toilets 百厕逃脱            永远的朋友   1441365336   \n",
       "123  124  qq_mobile  100 Toilets 百厕逃脱         ·不爱、只为等你   1443275121   \n",
       "124  125  qq_mobile  100 Toilets 百厕逃脱  ζั͡ޓއއއ  绯闻李先森?   1443860645   \n",
       "125  126  qq_mobile  100 Toilets 百厕逃脱             曲水流殇   1448696471   \n",
       "127  128  qq_mobile  100 Toilets 百厕逃脱             疯疯癫癫   1458574685   \n",
       "128  129  qq_mobile  100 Toilets 百厕逃脱               忘川   1467159831   \n",
       "129  130  qq_mobile  100 Toilets 百厕逃脱              寒桠。   1469091399   \n",
       "131  132  qq_mobile  100 Toilets 百厕逃脱              颖火虫   1483526351   \n",
       "132  133  qq_mobile  100 Toilets 百厕逃脱        你若安好，便是晴天   1497435758   \n",
       "133  134  qq_mobile  100 Toilets 百厕逃脱        墨大大家的安晨吖♭   1502785795   \n",
       "134  135  qq_mobile  100 Toilets 百厕逃脱                梅   1503813621   \n",
       "135  136  qq_mobile  100 Toilets 百厕逃脱               清晨   1503996057   \n",
       "136  137  qq_mobile  100 Toilets 百厕逃脱              久念!   1504319876   \n",
       "137  138  qq_mobile  100 Toilets 百厕逃脱               宋彧   1505628883   \n",
       "\n",
       "                                               content score  type  emotion  \\\n",
       "3                                  请问通过人物，能不能找到账号和所在区。     5     2        1   \n",
       "4    经常卡死。经常卡死。经常卡死。经常卡死。响应很慢。响应很慢。响应很慢。响应很慢。响应很慢。响...     1     3        2   \n",
       "5                                                   卡死     3     3        2   \n",
       "7                            额...无语&hellip;&hellip;闪退。     1     3        2   \n",
       "8                                                          1     1        0   \n",
       "11                                              第四关怎么过     5     2        0   \n",
       "13                                          界面简洁。功能实用。     5     3        3   \n",
       "16                                                 不好玩     1     3        2   \n",
       "17                                       啥游戏啊臭臭臭臭臭臭臭臭臭     1     3        2   \n",
       "18                                     功能实用。界面简洁。速度很快。     5     3        3   \n",
       "19                                               速度很快。     5     2        0   \n",
       "22                                             还行界面简洁。     4     3        3   \n",
       "24                                              第十关怎么过     2     2        0   \n",
       "25                                               经常卡死。     1     3        2   \n",
       "26                                          第三关咋过功能实用。     2     2        0   \n",
       "27                                                 闪退。     1     2        0   \n",
       "28                                                。。。。     4     2        0   \n",
       "30                                              49关怎么过     5     2        0   \n",
       "31                                            还可以速度很快。     3     2        0   \n",
       "33                                          功能实用。界面简洁。     4     2        0   \n",
       "34                                          界面简洁。使用方便。     5     2        0   \n",
       "35                      功能实用。功能实用。使用方便。使用方便。速度很快。速度很快。     5     3        3   \n",
       "36                               擦，25关门开了怎么出来英文啦？还过不去！     1     3        2   \n",
       "37                                靠，25关的information怎么破     3     2        0   \n",
       "39                                               功能实用。     5     2        0   \n",
       "40                                               界面简洁。     4     2        0   \n",
       "41                                               速度很快。     5     2        0   \n",
       "45                                               使用方便。     5     2        0   \n",
       "46   闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪退。闪...     1     2        0   \n",
       "47                                          界面很丑。太多广告。     1     2        0   \n",
       "..                                                 ...   ...   ...      ...   \n",
       "101                                            I3关怎么过？     3     2        0   \n",
       "102                                         第十三怎么过啊，求解     5     2        0   \n",
       "103                                            第六关怎么过？     5     2        0   \n",
       "104                                         第一九关咋过呀，求解     5     2        0   \n",
       "105                                      这个怎么玩儿啊，我还没搞懂     1     3        2   \n",
       "106                                               哦好玩。     5     2        0   \n",
       "107                                             第五关怎么过     5     2        0   \n",
       "108                                      谁知道第8关怎么过，求解答     3     2        0   \n",
       "109                                             十三关怎么过     5     2        0   \n",
       "110                                            第六关怎么过？     5     2        0   \n",
       "111                                            18关怎么过啊     3     2        0   \n",
       "113                                怎么花瓶只移动到一半,后来就移动不了了     4     3        2   \n",
       "115                                                        5     2        0   \n",
       "116                                                        5     2        0   \n",
       "118                                               无聊到爆     2     2        0   \n",
       "120                                                 还行     3     2        0   \n",
       "121                                  第6怎么玩，怎么玩，怎么玩，怎么玩     3     2        0   \n",
       "123                                              呵，不好玩     1     2        0   \n",
       "124                                                太简单     5     2        0   \n",
       "125                                                        4     2        0   \n",
       "127                                             第七关怎么过     5     2        0   \n",
       "128                                           第16关怎么过啊     4     2        0   \n",
       "129                                          第七关怎么过？求解     5     2        0   \n",
       "131                                                        5     2        0   \n",
       "132                                           第10关怎么玩啊     5     2        0   \n",
       "133                                               超级好玩     5     0        0   \n",
       "134                                                        5     0        0   \n",
       "135                                                好吧台     5     0        0   \n",
       "136                                                        5     0        0   \n",
       "137                                                        5     0        0   \n",
       "\n",
       "                                         content_clear  content_len  \n",
       "3                                    请问通过人物能不能找到账号和所在区           17  \n",
       "4     经常卡死经常卡死经常卡死经常卡死响应很慢响应很慢响应很慢响应很慢响应很慢响应很慢闪退闪退闪退闪退           48  \n",
       "5                                                   卡死            2  \n",
       "7                                                额无语闪退            5  \n",
       "8                                                                 0  \n",
       "11                                              第四关怎么过            6  \n",
       "13                                            界面简洁功能实用            8  \n",
       "16                                                 不好玩            3  \n",
       "17                                       啥游戏啊臭臭臭臭臭臭臭臭臭           13  \n",
       "18                                        功能实用界面简洁速度很快           12  \n",
       "19                                                速度很快            4  \n",
       "22                                              还行界面简洁            6  \n",
       "24                                              第十关怎么过            6  \n",
       "25                                                经常卡死            4  \n",
       "26                                           第三关咋过功能实用            9  \n",
       "27                                                  闪退            2  \n",
       "28                                                                0  \n",
       "30                                              49关怎么过            6  \n",
       "31                                             还可以速度很快            7  \n",
       "33                                            功能实用界面简洁            8  \n",
       "34                                            界面简洁使用方便            8  \n",
       "35                            功能实用功能实用使用方便使用方便速度很快速度很快           24  \n",
       "36                                  擦25关门开了怎么出来英文啦还过不去           18  \n",
       "37                                 靠25关的information怎么破           19  \n",
       "39                                                功能实用            4  \n",
       "40                                                界面简洁            4  \n",
       "41                                                速度很快            4  \n",
       "45                                                使用方便            4  \n",
       "46   闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退闪退...           67  \n",
       "47                                            界面很丑太多广告            8  \n",
       "..                                                 ...          ...  \n",
       "101                                             I3关怎么过            6  \n",
       "102                                          第十三怎么过啊求解            9  \n",
       "103                                             第六关怎么过            6  \n",
       "104                                          第一九关咋过呀求解            9  \n",
       "105                                       这个怎么玩儿啊我还没搞懂           12  \n",
       "106                                                哦好玩            3  \n",
       "107                                             第五关怎么过            6  \n",
       "108                                       谁知道第8关怎么过求解答           12  \n",
       "109                                             十三关怎么过            6  \n",
       "110                                             第六关怎么过            6  \n",
       "111                                            18关怎么过啊            7  \n",
       "113                                 怎么花瓶只移动到一半后来就移动不了了           18  \n",
       "115                                                               0  \n",
       "116                                                               0  \n",
       "118                                               无聊到爆            4  \n",
       "120                                                 还行            2  \n",
       "121                                     第6怎么玩怎么玩怎么玩怎么玩           14  \n",
       "123                                               呵不好玩            4  \n",
       "124                                                太简单            3  \n",
       "125                                                               0  \n",
       "127                                             第七关怎么过            6  \n",
       "128                                           第16关怎么过啊            8  \n",
       "129                                           第七关怎么过求解            8  \n",
       "131                                                               0  \n",
       "132                                           第10关怎么玩啊            8  \n",
       "133                                               超级好玩            4  \n",
       "134                                                               0  \n",
       "135                                                好吧台            3  \n",
       "136                                                               0  \n",
       "137                                                               0  \n",
       "\n",
       "[100 rows x 11 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 把无用评论写入 一个表\n",
    "# df7 是 df0 和 df6 的差集\n",
    "df7 = df0[~(df0['id'].isin(df6['id']))]\n",
    "df7 = df7.sort_values(by=\"id\")\n",
    "df7.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mingchao/anaconda3/lib/python3.6/site-packages/pymysql/cursors.py:165: Warning: (1287, \"'@@tx_isolation' is deprecated and will be removed in a future release. Please use '@@transaction_isolation' instead\")\n",
      "  result = self._query(query)\n"
     ]
    }
   ],
   "source": [
    "from sqlalchemy import create_engine\n",
    "engine = create_engine(\"mysql+pymysql://root:eXYhzAWjyvy8grwM@127.0.0.1:3306/game_process?charset=utf8mb4\")\n",
    "df7[['id','source','game_name','user_name','comment_time','content','score','type','emotion']].to_sql('s_lcs_game_useless_comments_qq', \n",
    "    con=engine, if_exists='replace', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "      <th>content_clear</th>\n",
       "      <th>content_len</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [id, source, game_name, user_name, comment_time, content, score, type, emotion, content_clear, content_len]\n",
       "Index: []"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df7 是无用评论\n",
    "df7[df7['content_clear']== '怎么花瓶只移动到一半,后来就移动不了了']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>game_name</th>\n",
       "      <th>user_name</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>content</th>\n",
       "      <th>score</th>\n",
       "      <th>type</th>\n",
       "      <th>emotion</th>\n",
       "      <th>content_clear</th>\n",
       "      <th>content_len</th>\n",
       "      <th>c_count</th>\n",
       "      <th>u_count</th>\n",
       "      <th>word_freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [id, source, game_name, user_name, comment_time, content, score, type, emotion, content_clear, content_len, c_count, u_count, word_freq]\n",
       "Index: []"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df6 是有用评论\n",
    "df6[df6['id']== 114]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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